Udacity Project 4: Wrangle and Analyze Data¶

by Pengfei Huangfu¶

Table of Content¶

Introduction
Gathering data
Assessing data
- Quality
- Tidiness
Cleaning data
Storing, Analyzing, and Visualizing
Key insights
- Insight one & visualization
- Insight two & visualization
- Insight three & visualization
- Insight four & visualization

Introduction¶

The main goal of this project is to put all skills i learned about wrangling and analyzing data into practice. I will use Python and its libraries to gather data from different type of sources, assess its quality and tidiness, and then clean it. This project will include some interesting data analysis and visulizations.

Gathering Data¶

first thing first, let us gather data from different resourse.

# import all necessary libraries
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import requests
import json
import time
import os
import tweepy

%matplotlib inline

#load the csv file directly
twitter_archive = pd.read_csv('twitter-archive-enhanced.csv')
twitter_archive

# information about dataframe twitter_arhive
twitter_archive.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2356 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2356 non-null object
source                        2356 non-null object
text                          2356 non-null object
retweeted_status_id           181 non-null float64
retweeted_status_user_id      181 non-null float64
retweeted_status_timestamp    181 non-null object
expanded_urls                 2297 non-null object
rating_numerator              2356 non-null int64
rating_denominator            2356 non-null int64
name                          2356 non-null object
doggo                         2356 non-null object
floofer                       2356 non-null object
pupper                        2356 non-null object
puppo                         2356 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 313.0+ KB

timestamp should not be object, and the format is not readable.

# Scrape the image predictions file from the Udacity website
url = 'https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv' 
response = requests.get(url)

with open(os.path.join('image_predictions.tsv'), mode = 'wb') as file:
    file.write(response.content);

# load tsv file as a csv    
image_prediction = pd.read_csv('image_predictions.tsv', sep='\t' );

image_prediction.head()

# print information about DataFramce image_prediciton
image_prediction.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id    2075 non-null int64
jpg_url     2075 non-null object
img_num     2075 non-null int64
p1          2075 non-null object
p1_conf     2075 non-null float64
p1_dog      2075 non-null bool
p2          2075 non-null object
p2_conf     2075 non-null float64
p2_dog      2075 non-null bool
p3          2075 non-null object
p3_conf     2075 non-null float64
p3_dog      2075 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 152.1+ KB

Query the Twitter API for each tweet's JSON data using Python's Tweepy library and store each tweet's entire set of JSON data in a file.

#pip install --user tweepy

consumer_key = 'HIDDEN'
consumer_secret = 'HIDDEN'
access_token = 'HIDDEN'
access_secret = 'HIDDEN'

auth = OAuthHandler(consumer_key, consumer_secret)
auth.set_access_token(access_token, access_secret)

api = tweepy.API(auth_handler = auth,
                 parser = tweepy.parsers.JSONParser(),
                 wait_on_rate_limit = True,
                wait_on_rate_limit_notify = True)

start_time = time.time()
with open ('tweet_json.txt', 'w') as file:
    for tweet_id in twitter_archive['tweet_id']:
        try:
            tweet = api.get_status(tweet_id, tweet_mode ='extended')
            file.write(json.dumps(tweet) + '\n') # writing one tweet per line
        except Exception as e:
            print("No tweet found for {} with error message {}".format(str(tweet_id),str(e)))
            
end_time = time.time()
print("Whole process finished in {} seconds".format(end_time - start_time))

No tweet found for 888202515573088257 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 873697596434513921 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 872668790621863937 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 872261713294495745 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 869988702071779329 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 866816280283807744 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 861769973181624320 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 856602993587888130 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 851953902622658560 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 845459076796616705 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 844704788403113984 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 842892208864923648 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 837366284874571778 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 837012587749474308 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 829374341691346946 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 827228250799742977 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 812747805718642688 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 802247111496568832 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 779123168116150273 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 775096608509886464 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 771004394259247104 with error message [{'code': 179, 'message': 'Sorry, you are not authorized to see this status.'}]
No tweet found for 770743923962707968 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 759566828574212096 with error message [{'code': 144, 'message': 'No status found with that ID.'}]

Rate limit reached. Sleeping for: 460

No tweet found for 754011816964026368 with error message [{'code': 144, 'message': 'No status found with that ID.'}]
No tweet found for 680055455951884288 with error message [{'code': 144, 'message': 'No status found with that ID.'}]

Rate limit reached. Sleeping for: 474

Whole process finished in 2063.098039150238 seconds

df_list = []

with open('tweet_json.txt', 'r') as json_file:
    for line in json_file:
        json_data = json.loads(line)
        
        # Append to list of dictionaries
        df_list.append({'tweet_id': json_data['id'],
                        'retweets': json_data['retweet_count'],
                        'favorites': json_data['favorite_count'],
                        'timestamp': json_data['created_at']})

# Create a DataFrame with tweet ID, retweet count, favorite count and display_text_range
tweet_json = pd.DataFrame(df_list, columns = ['tweet_id', 'retweets', 'favorites', 'timestamp'])

tweet_json

Summary of Gathering Data¶

Now we have fisnished the first step: data gathering. In this step, we loaded data from varies of resources such as local download, udacity website and quried twitter's API.

Assessing Data¶

next, let us assess the data we gathered.

twitter_archive

twitter_archive.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2356 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2356 non-null object
source                        2356 non-null object
text                          2356 non-null object
retweeted_status_id           181 non-null float64
retweeted_status_user_id      181 non-null float64
retweeted_status_timestamp    181 non-null object
expanded_urls                 2297 non-null object
rating_numerator              2356 non-null int64
rating_denominator            2356 non-null int64
name                          2356 non-null object
doggo                         2356 non-null object
floofer                       2356 non-null object
pupper                        2356 non-null object
puppo                         2356 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 313.0+ KB
None

there are missing values in some column.

# check duplications
twitter_archive.duplicated().sum()

0

twitter_archive.describe

<bound method NDFrame.describe of                 tweet_id  in_reply_to_status_id  in_reply_to_user_id  \
0     892420643555336193                    NaN                  NaN   
1     892177421306343426                    NaN                  NaN   
2     891815181378084864                    NaN                  NaN   
3     891689557279858688                    NaN                  NaN   
4     891327558926688256                    NaN                  NaN   
...                  ...                    ...                  ...   
2351  666049248165822465                    NaN                  NaN   
2352  666044226329800704                    NaN                  NaN   
2353  666033412701032449                    NaN                  NaN   
2354  666029285002620928                    NaN                  NaN   
2355  666020888022790149                    NaN                  NaN   

                      timestamp  \
0     2017-08-01 16:23:56 +0000   
1     2017-08-01 00:17:27 +0000   
2     2017-07-31 00:18:03 +0000   
3     2017-07-30 15:58:51 +0000   
4     2017-07-29 16:00:24 +0000   
...                         ...   
2351  2015-11-16 00:24:50 +0000   
2352  2015-11-16 00:04:52 +0000   
2353  2015-11-15 23:21:54 +0000   
2354  2015-11-15 23:05:30 +0000   
2355  2015-11-15 22:32:08 +0000   

                                                 source  \
0     <a href="http://twitter.com/download/iphone" r...   
1     <a href="http://twitter.com/download/iphone" r...   
2     <a href="http://twitter.com/download/iphone" r...   
3     <a href="http://twitter.com/download/iphone" r...   
4     <a href="http://twitter.com/download/iphone" r...   
...                                                 ...   
2351  <a href="http://twitter.com/download/iphone" r...   
2352  <a href="http://twitter.com/download/iphone" r...   
2353  <a href="http://twitter.com/download/iphone" r...   
2354  <a href="http://twitter.com/download/iphone" r...   
2355  <a href="http://twitter.com/download/iphone" r...   

                                                   text  retweeted_status_id  \
0     This is Phineas. He's a mystical boy. Only eve...                  NaN   
1     This is Tilly. She's just checking pup on you....                  NaN   
2     This is Archie. He is a rare Norwegian Pouncin...                  NaN   
3     This is Darla. She commenced a snooze mid meal...                  NaN   
4     This is Franklin. He would like you to stop ca...                  NaN   
...                                                 ...                  ...   
2351  Here we have a 1949 1st generation vulpix. Enj...                  NaN   
2352  This is a purebred Piers Morgan. Loves to Netf...                  NaN   
2353  Here is a very happy pup. Big fan of well-main...                  NaN   
2354  This is a western brown Mitsubishi terrier. Up...                  NaN   
2355  Here we have a Japanese Irish Setter. Lost eye...                  NaN   

      retweeted_status_user_id retweeted_status_timestamp  \
0                          NaN                        NaN   
1                          NaN                        NaN   
2                          NaN                        NaN   
3                          NaN                        NaN   
4                          NaN                        NaN   
...                        ...                        ...   
2351                       NaN                        NaN   
2352                       NaN                        NaN   
2353                       NaN                        NaN   
2354                       NaN                        NaN   
2355                       NaN                        NaN   

                                          expanded_urls  rating_numerator  \
0     https://twitter.com/dog_rates/status/892420643...                13   
1     https://twitter.com/dog_rates/status/892177421...                13   
2     https://twitter.com/dog_rates/status/891815181...                12   
3     https://twitter.com/dog_rates/status/891689557...                13   
4     https://twitter.com/dog_rates/status/891327558...                12   
...                                                 ...               ...   
2351  https://twitter.com/dog_rates/status/666049248...                 5   
2352  https://twitter.com/dog_rates/status/666044226...                 6   
2353  https://twitter.com/dog_rates/status/666033412...                 9   
2354  https://twitter.com/dog_rates/status/666029285...                 7   
2355  https://twitter.com/dog_rates/status/666020888...                 8   

      rating_denominator      name doggo floofer pupper puppo  
0                     10   Phineas  None    None   None  None  
1                     10     Tilly  None    None   None  None  
2                     10    Archie  None    None   None  None  
3                     10     Darla  None    None   None  None  
4                     10  Franklin  None    None   None  None  
...                  ...       ...   ...     ...    ...   ...  
2351                  10      None  None    None   None  None  
2352                  10         a  None    None   None  None  
2353                  10         a  None    None   None  None  
2354                  10         a  None    None   None  None  
2355                  10      None  None    None   None  None  

[2356 rows x 17 columns]>

# check the rating denominator
twitter_archive.rating_denominator.value_counts()

10     2333
11        3
50        3
80        2
20        2
2         1
16        1
40        1
70        1
15        1
90        1
110       1
120       1
130       1
150       1
170       1
7         1
0         1
Name: rating_denominator, dtype: int64

we have to correct denominators other than 10

# listing the rows with strange number
check_denominator = twitter_archive.rating_denominator.value_counts().tail(17).index.tolist()

pd.set_option('max_colwidth', 1000)

# print the row with strange numbers in denominator
twitter_archive[twitter_archive['rating_denominator'].isin(check_denominator)]['text']

313                                                                            @jonnysun @Lin_Manuel ok jomny I know you're excited but 960/00 isn't a valid rating, 13/10 is tho
342                                                                                                                                      @docmisterio account started on 11/15/15
433                                                                           The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd
516     Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx
784                                  RT @dog_rates: After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https:/…
902                                                                                                Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE
1068                                 After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ
1120                                                    Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv
1165                                                                                                             Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a
1202                                                        This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq
1228                                                                                Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1
1254                                                                 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12
1274                           From left to right:\nCletus, Jerome, Alejandro, Burp, &amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK
1351                                                                                           Here is a whole flock of puppers.  60/50 I'll take the lot https://t.co/9dpcw6MdWa
1433                                                                                 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ
1598                                     Yes I do realize a rating of 4/20 would've been fitting. However, it would be unjust to give these cooperative pups that low of a rating
1634                                               Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3
1635                                 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55
1662                                  This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5
1663                                  I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible
1779                                                                                                       IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq
1843                                                                  Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw
2335                                     This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv
Name: text, dtype: object

we found that some rows don't have image of dogs.

twitter_archive.rating_numerator.value_counts()

12      558
11      464
10      461
13      351
9       158
8       102
7        55
14       54
5        37
6        32
3        19
4        17
1         9
2         9
420       2
0         2
15        2
75        2
80        1
20        1
24        1
26        1
44        1
50        1
60        1
165       1
84        1
88        1
144       1
182       1
143       1
666       1
960       1
1776      1
17        1
27        1
45        1
99        1
121       1
204       1
Name: rating_numerator, dtype: int64

# print those rows with large and odd numbers in numerator.
print(twitter_archive.loc[twitter_archive.rating_numerator == 204, 'text']) 
print(twitter_archive.loc[twitter_archive.rating_numerator == 143, 'text']) 
print(twitter_archive.loc[twitter_archive.rating_numerator == 666, 'text']) 
print(twitter_archive.loc[twitter_archive.rating_numerator == 1776, 'text'])
print(twitter_archive.loc[twitter_archive.rating_numerator == 144, 'text'])

1120    Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv
Name: text, dtype: object
1634    Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3
Name: text, dtype: object
189    @s8n You tried very hard to portray this good boy as not so good, but you have ultimately failed. His goodness shines through. 666/10
Name: text, dtype: object
979    This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh
Name: text, dtype: object
1779    IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq
Name: text, dtype: object

# print those rows with large and odd numbers in numerator.
print(twitter_archive.loc[twitter_archive.rating_numerator == 204, 'tweet_id']) 
print(twitter_archive.loc[twitter_archive.rating_numerator == 143, 'tweet_id']) 
print(twitter_archive.loc[twitter_archive.rating_numerator == 666, 'tweet_id']) 
print(twitter_archive.loc[twitter_archive.rating_numerator == 1776, 'tweet_id'])
print(twitter_archive.loc[twitter_archive.rating_numerator == 144, 'tweet_id'])

1120    731156023742988288
Name: tweet_id, dtype: int64
1634    684225744407494656
Name: tweet_id, dtype: int64
189    855860136149123072
Name: tweet_id, dtype: int64
979    749981277374128128
Name: tweet_id, dtype: int64
1779    677716515794329600
Name: tweet_id, dtype: int64

twitter_archive.text

0                                                            This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU
1       This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV
2                        This is Archie. He is a rare Norwegian Pouncing Corgo. Lives in the tall grass. You never know when one may strike. 12/10 https://t.co/wUnZnhtVJB
3                                                                  This is Darla. She commenced a snooze mid meal. 13/10 happens to the best of us https://t.co/tD36da7qLQ
4       This is Franklin. He would like you to stop calling him "cute." He is a very fierce shark and should be respected as such. 12/10 #BarkWeek https://t.co/AtUZn91f7f
                                                                                       ...                                                                                
2351                                              Here we have a 1949 1st generation vulpix. Enjoys sweat tea and Fox News. Cannot be phased. 5/10 https://t.co/4B7cOc1EDq
2352                             This is a purebred Piers Morgan. Loves to Netflix and chill. Always looks like he forgot to unplug the iron. 6/10 https://t.co/DWnyCjf2mx
2353                                    Here is a very happy pup. Big fan of well-maintained decks. Just look at that tongue. 9/10 would cuddle af https://t.co/y671yMhoiR
2354                           This is a western brown Mitsubishi terrier. Upset about leaf. Actually 2 dogs here. 7/10 would walk the shit out of https://t.co/r7mOb2m0UI
2355                                   Here we have a Japanese Irish Setter. Lost eye in Vietnam (?). Big fan of relaxing on stair. 8/10 would pet https://t.co/BLDqew2Ijj
Name: text, Length: 2356, dtype: object

#show all rows
pd.set_option('display.max_rows', None)

twitter_archive['name'].value_counts()

None              745
a                  55
Charlie            12
Cooper             11
Oliver             11
Lucy               11
Penny              10
Lola               10
Tucker             10
Winston             9
Bo                  9
Sadie               8
the                 8
Toby                7
Buddy               7
Daisy               7
an                  7
Bailey              7
Stanley             6
Jax                 6
Bella               6
Koda                6
Leo                 6
Scout               6
Dave                6
Jack                6
Milo                6
Rusty               6
Oscar               6
Louis               5
Sunny               5
Alfie               5
Gus                 5
Larry               5
Sammy               5
George              5
Chester             5
Phil                5
Finn                5
Oakley              5
Bentley             5
very                5
Jeffrey             4
Duke                4
Sampson             4
Maximus             4
Hank                4
Walter              4
quite               4
just                4
one                 4
Derek               4
Ruby                4
Reggie              4
Bruce               4
Maggie              4
Luna                4
Winnie              4
Clark               4
Gary                4
Sophie              4
Jerry               4
Riley               4
Chip                4
Clarence            4
Cassie              4
Shadow              4
Reginald            4
Gerald              4
Brody               4
Bear                4
Carl                4
Scooter             4
Loki                4
Dexter              4
Moose               4
Beau                4
Boomer              4
Maddie              4
Archie              4
Waffles             3
Samson              3
Olive               3
Rory                3
Klevin              3
Zeke                3
Max                 3
Steven              3
Nala                3
Gizmo               3
Calvin              3
Wilson              3
Frankie             3
Wallace             3
Louie               3
Mia                 3
Malcolm             3
Sebastian           3
Ted                 3
Paisley             3
Zoey                3
Reese               3
Jimothy             3
Lily                3
Vincent             3
Kyle                3
Ellie               3
Lorenzo             3
Peaches             3
Earl                3
Wyatt               3
Rosie               3
Coco                3
Otis                3
Doug                3
Arnie               3
Colby               3
Harper              2
Sarge               2
Sandy               2
Nelly               2
Calbert             2
Crystal             2
Trooper             2
Kreg                2
Kenny               2
Gidget              2
Rubio               2
Pipsy               2
Pippa               2
Albert              2
Pickles             2
Abby                2
Oliviér             2
Kirby               2
Meyer               2
Anakin              2
Emmy                2
not                 2
Fred                2
Herschel            2
Happy               2
Elliot              2
Hobbes              2
Sansa               2
Hercules            2
Albus               2
Axel                2
Pablo               2
Moe                 2
Canela              2
Benji               2
Curtis              2
Neptune             2
Gabe                2
Ash                 2
Betty               2
Django              2
Bungalo             2
Tyr                 2
actually            2
Remington           2
Juno                2
Jackson             2
Misty               2
Ozzy                2
Ollie               2
Smokey              2
Layla               2
Stubert             2
Sugar               2
Atlas               2
Benedict            2
Chipson             2
Philbert            2
Patrick             2
Flávio              2
Romeo               2
Lilly               2
mad                 2
Wally               2
Carly               2
Hunter              2
Franklin            2
Butter              2
Herald              2
Moreton             2
Lou                 2
Dakota              2
Fiona               2
Dawn                2
Jimison             2
Percy               2
Opal                2
Phineas             2
Doc                 2
Oshie               2
Yogi                2
Kevin               2
Ken                 2
Harold              2
Panda               2
Jiminy              2
Bubbles             2
Klein               2
Ava                 2
Jeph                2
Brad                2
Quinn               2
Sam                 2
Maxaroni            2
Dash                2
Chuckles            2
Balto               2
Aspen               2
Leela               2
Titan               2
Kreggory            2
Cupcake             2
Cody                2
Blitz               2
Rizzy               2
Odie                2
Indie               2
Roosevelt           2
Stephan             2
Phred               2
Lincoln             2
Charles             2
CeCe                2
Watson              2
getting             2
Rocco               2
Eve                 2
Bernie              2
Kyro                2
Raymond             2
Chet                2
Fizz                2
Linda               2
Bell                2
Coops               2
Keurig              2
Astrid              2
Timison             2
Solomon             2
Rocky               2
Kilo                2
Eli                 2
Penelope            2
Cali                2
Lennon              2
Davey               2
Jesse               2
Nollie              2
Herm                2
Hammond             2
Belle               2
Piper               2
Lenny               2
Finley              2
Paull               2
Theodore            2
Cash                2
Atticus             2
Logan               2
Baxter              2
Mister              2
Sierra              2
Bob                 2
Shaggy              2
Baloo               2
Luca                2
Seamus              2
Tyrone              2
Griffin             2
Terrance            2
Jamesy              2
Olivia              2
Frank               2
Hurley              2
Rufus               2
Chelsea             2
Alice               2
Marley              2
Keith               2
Gromit              2
Levi                2
Thumas              2
Terry               2
Churlie             2
Bisquick            2
Chompsky            2
Mattie              2
Kenneth             2
Kawhi               1
Akumi               1
Baron               1
Yoda                1
Maude               1
Lulu                1
Siba                1
Wiggles             1
Alejandro           1
Naphaniel           1
Rumble              1
Angel               1
Pavlov              1
Chuq                1
Jaspers             1
Tebow               1
Molly               1
Napolean            1
Tommy               1
Anthony             1
Godzilla            1
Moofasa             1
Bronte              1
Amber               1
Crouton             1
Flurpson            1
Chase               1
Marvin              1
Batdog              1
Tripp               1
Katie               1
Pippin              1
Cheryl              1
Grizz               1
Goliath             1
Tiger               1
Lilli               1
Darrel              1
Barney              1
Comet               1
Filup               1
Ralph               1
Biden               1
Bode                1
Jareld              1
Odin                1
Chuck               1
Vinnie              1
Josep               1
Jeremy              1
Mona                1
Socks               1
Kathmandu           1
Benny               1
Boots               1
Julius              1
JD                  1
Pepper              1
Jarvis              1
Adele               1
Bloop               1
Jockson             1
Jordy               1
unacceptable        1
Pherb               1
Aldrick             1
Brady               1
Beckham             1
Robin               1
Wafer               1
Jett                1
Grady               1
Glacier             1
Mark                1
Clifford            1
Florence            1
Sprinkles           1
Alexanderson        1
Alfy                1
Karma               1
Sunshine            1
Ralphie             1
Rufio               1
Tove                1
Ester               1
Tug                 1
Rupert              1
Devón               1
Ron                 1
Izzy                1
Mollie              1
Cannon              1
Donny               1
Kara                1
Jameson             1
Mack                1
Fabio               1
Asher               1
Sonny               1
Grizzwald           1
Carll               1
Blanket             1
Reptar              1
Emmie               1
Maks                1
Dot                 1
Claude              1
Stark               1
Beebop              1
Billy               1
Tito                1
Butters             1
Kayla               1
Coopson             1
Chaz                1
Ambrose             1
Ivar                1
Danny               1
Halo                1
Strudel             1
Harry               1
Colin               1
Bayley              1
Timofy              1
Opie                1
Rascal              1
Winifred            1
Tessa               1
Cilantro            1
Iroh                1
Monty               1
Tanner              1
Mutt                1
Bruiser             1
Striker             1
Willy               1
Rolf                1
Divine              1
my                  1
Jersey              1
Shooter             1
Chesney             1
Fiji                1
Jonah               1
Petrick             1
Tonks               1
Amy                 1
Bert                1
Samsom              1
Severus             1
Tycho               1
Lilah               1
Cupid               1
Rey                 1
Kenzie              1
Thor                1
Pumpkin             1
Schnitzel           1
Jimbo               1
Christoper          1
old                 1
Sparky              1
Gin                 1
Sweets              1
Oddie               1
Barclay             1
Kuyu                1
Zara                1
Maisey              1
Franq               1
Ito                 1
Monkey              1
Roscoe              1
Autumn              1
Lucia               1
Champ               1
Trevith             1
Ralphus             1
General             1
Tuco                1
Anna                1
Geoff               1
Blipson             1
Ziva                1
Norman              1
Grey                1
Andru               1
Steve               1
Flash               1
Poppy               1
Horace              1
Ebby                1
Bowie               1
Terrenth            1
Mingus              1
Lenox               1
Jazz                1
Tupawc              1
Mabel               1
Buckley             1
Rambo               1
Dunkin              1
Bonaparte           1
Kallie              1
Dex                 1
Ronduh              1
Callie              1
Cleopatricia        1
Superpup            1
Tino                1
Banditt             1
Leonard             1
Skittles            1
Stormy              1
Genevieve           1
Taz                 1
Sora                1
Kollin              1
Pluto               1
Timmy               1
Burt                1
Brian               1
Linus               1
BeBe                1
Kanu                1
Charleson           1
Herb                1
Shadoe              1
Darla               1
Billl               1
Luther              1
Enchilada           1
light               1
Buddah              1
Remy                1
Jed                 1
Wesley              1
Augie               1
Juckson             1
Ulysses             1
Edd                 1
Lucky               1
Jackie              1
Barry               1
William             1
Dante               1
Skittle             1
Theo                1
Coleman             1
Torque              1
Trigger             1
Traviss             1
Rumpole             1
Arnold              1
Godi                1
Meera               1
Teddy               1
Raphael             1
Tango               1
Ole                 1
Freddery            1
Arlen               1
Hermione            1
Meatball            1
Puff                1
Oreo                1
Dietrich            1
Humphrey            1
Mosby               1
this                1
life                1
Kulet               1
Sweet               1
Brandonald          1
Scruffers           1
Walker              1
Scott               1
Bubba               1
Murphy              1
Blu                 1
Harnold             1
Staniel             1
Eugene              1
Emma                1
Diogi               1
Alf                 1
Brooks              1
Jennifur            1
Bradley             1
Sephie              1
Hall                1
Lolo                1
Aubie               1
Brownie             1
Reagan              1
Ricky               1
Kona                1
Craig               1
Kloey               1
Stefan              1
Stewie              1
DonDon              1
Snoop               1
Bobbay              1
Stuart              1
Snickers            1
Tess                1
Saydee              1
Stu                 1
Willem              1
Margo               1
Laela               1
Pinot               1
Shawwn              1
Griswold            1
Bloo                1
Tater               1
Kaia                1
Nico                1
Fletcher            1
Howie               1
Tedrick             1
Pip                 1
Apollo              1
Suki                1
Damon               1
Liam                1
Tassy               1
Swagger             1
Bauer               1
Mookie              1
Mimosa              1
Rooney              1
Bruno               1
Dobby               1
Bookstore           1
Lugan               1
Duddles             1
Lillie              1
Lacy                1
Livvie              1
Rilo                1
Rose                1
Shikha              1
Finnegus            1
Shnuggles           1
Farfle              1
Mac                 1
DayZ                1
Karl                1
Rodman              1
Durg                1
Zooey               1
Kingsley            1
Ozzie               1
Jay                 1
Lili                1
Mary                1
Bones               1
Shakespeare         1
Hamrick             1
Jarod               1
Sky                 1
Berkeley            1
Timber              1
Nimbus              1
Kellogg             1
Zeus                1
infuriating         1
Gòrdón              1
Mitch               1
Berb                1
Gustav              1
Cecil               1
Bluebert            1
Stephanus           1
Perry               1
Sailer              1
Gabby               1
Deacon              1
Maya                1
Cal                 1
Marty               1
Jeb                 1
Kobe                1
Covach              1
Keet                1
Sprout              1
Goose               1
Obi                 1
Mo                  1
Beya                1
Gert                1
Jomathan            1
Rizzo               1
space               1
Crawford            1
Glenn               1
Birf                1
Snoopy              1
Wishes              1
Mason               1
Travis              1
Jiminus             1
Bradlay             1
Shelby              1
Pawnd               1
Banjo               1
Bodie               1
Crumpet             1
Beemo               1
Storkson            1
Clyde               1
Clarkus             1
Kevon               1
Laika               1
Ed                  1
Kial                1
Huxley              1
Carter              1
Gustaf              1
Pubert              1
Carbon              1
Iggy                1
Darby               1
Dewey               1
incredibly          1
Creg                1
Cora                1
Sailor              1
Gunner              1
Heinrich            1
Jessifer            1
Alexander           1
Boston              1
Koko                1
Caryl               1
Aja                 1
Einstein            1
Stella              1
Pancake             1
Toffee              1
Jazzy               1
Eazy                1
Corey               1
Kirk                1
Clybe               1
Ashleigh            1
Fillup              1
Mairi               1
Leonidas            1
Millie              1
Fido                1
Chloe               1
Milky               1
Tobi                1
Vinscent            1
Cedrick             1
Arlo                1
Crimson             1
Lambeau             1
Dylan               1
Brudge              1
Jangle              1
Tayzie              1
Combo               1
Dwight              1
Monster             1
Noah                1
Jeffri              1
Sandra              1
Major               1
such                1
Ralphy              1
Henry               1
Noosh               1
Hanz                1
Ferg                1
Doobert             1
by                  1
Rontu               1
Emanuel             1
Dallas              1
Antony              1
Jim                 1
Joshwa              1
Rudy                1
Lipton              1
Brat                1
Holly               1
Rover               1
Bobble              1
Duchess             1
Fynn                1
Lassie              1
Zoe                 1
Pupcasso            1
Dug                 1
Ginger              1
Sojourner           1
Pilot               1
Edgar               1
Peanut              1
Skye                1
Dale                1
Hero                1
Kendall             1
Newt                1
Orion               1
Ember               1
officially          1
Mauve               1
Rinna               1
Ronnie              1
Vince               1
Ralphson            1
Vixen               1
Zeek                1
Acro                1
Willow              1
Cuddles             1
Schnozz             1
Malikai             1
Bilbo               1
Andy                1
Ralpher             1
Carper              1
Brutus              1
Chef                1
Strider             1
Jebberson           1
Mike                1
Cheesy              1
Ace                 1
Smiley              1
all                 1
Kramer              1
Miley               1
Chubbs              1
Lorelei             1
Gordon              1
Loomis              1
Gilbert             1
Tilly               1
Fwed                1
Arya                1
Jessiga             1
Marlee              1
Eleanor             1
Pete                1
Zuzu                1
Clarq               1
Tedders             1
Blue                1
Ridley              1
Michelangelope      1
Venti               1
Kota                1
Amélie              1
Dido                1
Trip                1
Grizzie             1
Binky               1
Derby               1
Chevy               1
Brandy              1
Philippe            1
Dotsy               1
Gerbald             1
Aiden               1
Tom                 1
Nigel               1
Bobb                1
Geno                1
Georgie             1
Taco                1
Aqua                1
Bobby               1
Rhino               1
Eriq                1
Furzey              1
Brandi              1
Todo                1
Harrison            1
Rodney              1
Tyrus               1
Rueben              1
Richie              1
Randall             1
Obie                1
Erik                1
Kaiya               1
Ike                 1
Marq                1
Willie              1
Eevee               1
Dutch               1
Harvey              1
Simba               1
Charl               1
Spencer             1
Chadrick            1
Mojo                1
Daniel              1
Jerome              1
his                 1
Huck                1
Sobe                1
Ralphé              1
Hazel               1
Maxwell             1
Ben                 1
Nida                1
Ralf                1
Sid                 1
Spanky              1
Mya                 1
Link                1
Al                  1
Chesterson          1
Hector              1
Lance               1
Remus               1
Brockly             1
Harlso              1
Lizzie              1
Snicku              1
Rorie               1
Kody                1
Karll               1
Sundance            1
River               1
Frönq               1
Dudley              1
Jeffrie             1
Kane                1
Edmund              1
Bertson             1
Lupe                1
Patch               1
Jaycob              1
Dixie               1
Spark               1
O                   1
Cermet              1
Longfellow          1
Julio               1
Olaf                1
Nugget              1
Ruffles             1
Blakely             1
Sully               1
Yukon               1
Joey                1
Miguel              1
Hubertson           1
Shiloh              1
Jo                  1
Tuck                1
Evy                 1
Sage                1
Dook                1
Name: name, dtype: int64

Some dogs have name with None, a and an.

print(twitter_archive['doggo'].value_counts())
print(twitter_archive['floofer'].value_counts())
print(twitter_archive['pupper'].value_counts())
print(twitter_archive['puppo'].value_counts())

None     2259
doggo      97
Name: doggo, dtype: int64
None       2346
floofer      10
Name: floofer, dtype: int64
None      2099
pupper     257
Name: pupper, dtype: int64
None     2326
puppo      30
Name: puppo, dtype: int64

these four variables suppose to be in one column.

image_prediction

image_prediction.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id    2075 non-null int64
jpg_url     2075 non-null object
img_num     2075 non-null int64
p1          2075 non-null object
p1_conf     2075 non-null float64
p1_dog      2075 non-null bool
p2          2075 non-null object
p2_conf     2075 non-null float64
p2_dog      2075 non-null bool
p3          2075 non-null object
p3_conf     2075 non-null float64
p3_dog      2075 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 152.1+ KB

# check duplicates 
image_prediction.tweet_id.duplicated().sum()

0

# check duplicates 
image_prediction.jpg_url.duplicated().sum()

66

there are 66 duplicates in jpg_url, we should delete these later.

# print three types of prediction
print(image_prediction.p1_dog.value_counts())
print(image_prediction.p2_dog.value_counts())
print(image_prediction.p3_dog.value_counts())

True     1532
False     543
Name: p1_dog, dtype: int64
True     1553
False     522
Name: p2_dog, dtype: int64
True     1499
False     576
Name: p3_dog, dtype: int64

print(image_prediction.p1)

0               Welsh_springer_spaniel
1                              redbone
2                      German_shepherd
3                  Rhodesian_ridgeback
4                   miniature_pinscher
5                 Bernese_mountain_dog
6                           box_turtle
7                                 chow
8                        shopping_cart
9                     miniature_poodle
10                    golden_retriever
11                       Gordon_setter
12                        Walker_hound
13                                 pug
14                          bloodhound
15                               Lhasa
16                      English_setter
17                                 hen
18                    desktop_computer
19                   Italian_greyhound
20                         Maltese_dog
21                    three-toed_sloth
22                                  ox
23                    golden_retriever
24                            malamute
25                          guinea_pig
26         soft-coated_wheaten_terrier
27                           Chihuahua
28             black-and-tan_coonhound
29                                coho
30                         toy_terrier
31                    Blenheim_spaniel
32                            Pembroke
33                               llama
34            Chesapeake_Bay_retriever
35                           Chihuahua
36              curly-coated_retriever
37                           dalmatian
38                        Ibizan_hound
39                       Border_collie
40                     German_shepherd
41                  Labrador_retriever
42                    miniature_poodle
43                           seat_belt
44                   Italian_greyhound
45                               snail
46                      English_setter
47                 miniature_schnauzer
48                         Maltese_dog
49                            Airedale
50                         triceratops
51                                swab
52                                 hay
53                               hyena
54                    golden_retriever
55            Chesapeake_Bay_retriever
56                       jigsaw_puzzle
57                           Chihuahua
58                           Chihuahua
59                            Pembroke
60         West_Highland_white_terrier
61                          toy_poodle
62                    golden_retriever
63                  miniature_pinscher
64                     giant_schnauzer
65                          toy_poodle
66         soft-coated_wheaten_terrier
67                              vizsla
68                    golden_retriever
69                              vacuum
70                          Rottweiler
71                      Siberian_husky
72                    golden_retriever
73                               teddy
74                            papillon
75                       Saint_Bernard
76                          Rottweiler
77                           porcupine
78                               goose
79                  Labrador_retriever
80                     Tibetan_terrier
81                          toy_poodle
82                              borzoi
83                           Chihuahua
84                  Labrador_retriever
85                              beagle
86                   Italian_greyhound
87                                hare
88                    golden_retriever
89                            Pembroke
90                   Yorkshire_terrier
91                          Pomeranian
92                          toy_poodle
93                        electric_fan
94                            web_site
95                            web_site
96                                ibex
97                              kuvasz
98                         fire_engine
99         West_Highland_white_terrier
100                           lorikeet
101                          dalmatian
102              flat-coated_retriever
103                            toyshop
104                 miniature_pinscher
105                           malamute
106                      jigsaw_puzzle
107                      common_iguana
108                          seat_belt
109                           malamute
110                         Pomeranian
111                 Norwegian_elkhound
112                     frilled_lizard
113                 leatherback_turtle
114                 Labrador_retriever
115                            hamster
116                           Pembroke
117                             Angora
118                         Arctic_fox
119                          Chihuahua
120                   Blenheim_spaniel
121                 Labrador_retriever
122                               chow
123                           trombone
124                               chow
125                          Chihuahua
126                              canoe
127                           Pembroke
128        soft-coated_wheaten_terrier
129                   golden_retriever
130                           web_site
131                       king_penguin
132                    shopping_basket
133                         Arctic_fox
134                    standard_poodle
135          Staffordshire_bullterrier
136                            basenji
137                 Labrador_retriever
138                   Lakeland_terrier
139     American_Staffordshire_terrier
140                           bearskin
141                           Shih-Tzu
142                            bustard
143                       crash_helmet
144                          Chihuahua
145                                 ox
146                     French_bulldog
147                miniature_schnauzer
148                           Pekinese
149                           komondor
150                             vacuum
151                      common_iguana
152                           ski_mask
153                             beagle
154           Chesapeake_Bay_retriever
155                            redbone
156                           malinois
157                   golden_retriever
158                              teddy
159                             kelpie
160                   Brittany_spaniel
161                    standard_poodle
162                     cocker_spaniel
163                     shower_curtain
164                             basset
165                   golden_retriever
166                          jellyfish
167                            doormat
168                      Arabian_camel
169                                pug
170                               lynx
171                                hog
172                           Pembroke
173                          Chihuahua
174                         comic_book
175                          Chihuahua
176                                pug
177                            minivan
178                   golden_retriever
179                           seashore
180                   golden_retriever
181                     Siberian_husky
182                            cuirass
183                              teddy
184                          Chihuahua
185                 Labrador_retriever
186                   golden_retriever
187                             basset
188                  Brabancon_griffon
189                           Airedale
190                     cocker_spaniel
191                         toy_poodle
192                          Chihuahua
193                            minivan
194        West_Highland_white_terrier
195                             candle
196                         Eskimo_dog
197                        Maltese_dog
198                          seat_belt
199                             weasel
200                          dalmatian
201                 Christmas_stocking
202                         Pomeranian
203                          washbasin
204                           Pembroke
205                         car_mirror
206                         Pomeranian
207                             vizsla
208                 miniature_pinscher
209                              teddy
210                         piggy_bank
211                             beagle
212                                pot
213                           web_site
214                   Blenheim_spaniel
215                              snail
216                  Italian_greyhound
217                          boathouse
218                           malamute
219                         mud_turtle
220        German_short-haired_pointer
221                         toy_poodle
222                          Chihuahua
223                  Shetland_sheepdog
224                      Irish_terrier
225                              cairn
226                           platypus
227                   English_springer
228                            whippet
229                                pug
230                     ping-pong_ball
231                        Maltese_dog
232                         sea_urchin
233                            bow_tie
234                          Chihuahua
235                          seat_belt
236                               chow
237                       window_shade
238                    jack-o'-lantern
239                             sorrel
240                     Sussex_spaniel
241                   English_springer
242                            peacock
243                         Arctic_fox
244                            axolotl
245                            minivan
246                               wool
247                             banana
248                     Dandie_Dinmont
249                       Ibizan_hound
250                  Shetland_sheepdog
251                    Norwich_terrier
252                         Pomeranian
253                        wood_rabbit
254                              dhole
255                           keeshond
256                    Norfolk_terrier
257                                pug
258                 Labrador_retriever
259                          Chihuahua
260                           lacewing
261                              dingo
262                             beagle
263                         brown_bear
264                           Pembroke
265                            basenji
266                         Pomeranian
267               Old_English_sheepdog
268                             basset
269     American_Staffordshire_terrier
270                           web_site
271                 Labrador_retriever
272                           scorpion
273                           malinois
274                           Pekinese
275                           flamingo
276                           Shih-Tzu
277                         microphone
278                            redbone
279                            basenji
280                           malinois
281                              goose
282                           Shih-Tzu
283                            Samoyed
284                         guinea_pig
285                  Yorkshire_terrier
286                         Rottweiler
287                 Labrador_retriever
288                            pitcher
289                African_hunting_dog
290                       refrigerator
291                         Rottweiler
292                          Chihuahua
293                       picket_fence
294                   miniature_poodle
295                  Italian_greyhound
296                                tub
297                              zebra
298                            Samoyed
299                    German_shepherd
300                        hermit_crab
301                              swing
302                         toy_poodle
303                        hermit_crab
304                   Lakeland_terrier
305                         Pomeranian
306                           Doberman
307                                hen
308                                pug
309                         park_bench
310                  Shetland_sheepdog
311                        feather_boa
312                             Loafer
313                      Gordon_setter
314                             kuvasz
315                         stone_wall
316                         toy_poodle
317                           ice_bear
318                         prayer_rug
319                          Chihuahua
320                          dalmatian
321                         chimpanzee
322                 Labrador_retriever
323                      china_cabinet
324                          bee_eater
325                           ski_mask
326                 Labrador_retriever
327                               chow
328                                pug
329                            hamster
330                                pug
331                        tennis_ball
332                         Rottweiler
333                                pug
334                     cocker_spaniel
335                             carton
336                             beagle
337                       killer_whale
338                                pug
339                          Chihuahua
340                      Irish_terrier
341                                pug
342                            ostrich
343                          Chihuahua
344                      Irish_terrier
345                                pug
346                     cocker_spaniel
347                           terrapin
348                      Border_collie
349        West_Highland_white_terrier
350                           Doberman
351                   golden_retriever
352                        Siamese_cat
353                            gondola
354                             kuvasz
355                     Great_Pyrenees
356                         toy_poodle
357                          microwave
358                           starfish
359                   golden_retriever
360           Chesapeake_Bay_retriever
361                            sandbar
362                           Pembroke
363                          Chihuahua
364                             tusker
365                      motor_scooter
366                                ram
367                          Chihuahua
368                         toy_poodle
369                        leaf_beetle
370                                pug
371                         car_mirror
372                             wombat
373                   Lakeland_terrier
374                     French_bulldog
375                               chow
376                                tub
377                         schipperke
378                           Airedale
379                           Shih-Tzu
380                   golden_retriever
381                 miniature_pinscher
382                            Samoyed
383                           ski_mask
384                          Chihuahua
385                            hamster
386        West_Highland_white_terrier
387                   golden_retriever
388                         Rottweiler
389                     English_setter
390                                 ox
391                              teddy
392                             beagle
393                         Arctic_fox
394                       Newfoundland
395                             wombat
396                       bull_mastiff
397                 Labrador_retriever
398                            Samoyed
399                           Pekinese
400        soft-coated_wheaten_terrier
401           Chesapeake_Bay_retriever
402                          porcupine
403                       water_bottle
404                           Shih-Tzu
405        German_short-haired_pointer
406                   golden_retriever
407                          Chihuahua
408                        Maltese_dog
409                               suit
410                  Brabancon_griffon
411                        toilet_seat
412                    jack-o'-lantern
413                                pug
414                      jigsaw_puzzle
415                           Pembroke
416                             collie
417                         Pomeranian
418                         toy_poodle
419                         Eskimo_dog
420                         toy_poodle
421                              robin
422                           Shih-Tzu
423                           Cardigan
424                            ostrich
425                           Airedale
426                         Pomeranian
427                         Eskimo_dog
428         Greater_Swiss_Mountain_dog
429                               slug
430                                pug
431                    German_shepherd
432                           Cardigan
433                          porcupine
434                           seashore
435                      toilet_tissue
436                         brown_bear
437                          Chihuahua
438                   golden_retriever
439                       acorn_squash
440                  Brabancon_griffon
441                               chow
442                          jellyfish
443                         Pomeranian
444                        soccer_ball
445              flat-coated_retriever
446                  African_crocodile
447                           malamute
448                               tick
449                         Pomeranian
450                     Dandie_Dinmont
451               Bernese_mountain_dog
452                             vizsla
453                           seashore
454                            Samoyed
455                     shower_curtain
456                          Chihuahua
457                            ocarina
458                   miniature_poodle
459                 Labrador_retriever
460                    giant_schnauzer
461                           Pembroke
462                   English_springer
463                         Rottweiler
464                           Pembroke
465                              boxer
466                        street_sign
467                            Samoyed
468                          dalmatian
469                 Labrador_retriever
470                                bow
471                              stove
472                 Labrador_retriever
473                              dingo
474                   golden_retriever
475                               chow
476                        paper_towel
477                              llama
478                           Pembroke
479                             borzoi
480                            upright
481                 Labrador_retriever
482                          Chihuahua
483                 Labrador_retriever
484                         box_turtle
485        West_Highland_white_terrier
486                             vizsla
487                              dough
488                 Scottish_deerhound
489                     cocker_spaniel
490                           Pembroke
491                               chow
492                   English_springer
493                         bath_towel
494                 standard_schnauzer
495                   golden_retriever
496                        Maltese_dog
497                             beagle
498                             basset
499                         Pomeranian
500                                pug
501                 Labrador_retriever
502                   golden_retriever
503                        wood_rabbit
504        West_Highland_white_terrier
505                  Italian_greyhound
506                 Labrador_retriever
507                       bull_mastiff
508                      walking_stick
509                           Shih-Tzu
510                Irish_water_spaniel
511                          Chihuahua
512                            hamster
513                             bubble
514                     French_bulldog
515                              teddy
516                   golden_retriever
517                        Maltese_dog
518                   golden_retriever
519                                pug
520                               chow
521                        feather_boa
522                          seat_belt
523                        Boston_bull
524                            whippet
525                             Loafer
526                        book_jacket
527                          Chihuahua
528                            doormat
529                          Chihuahua
530                        rain_barrel
531                     Great_Pyrenees
532           Chesapeake_Bay_retriever
533                            hamster
534           Chesapeake_Bay_retriever
535                black-footed_ferret
536                           Pekinese
537                             guenon
538             Welsh_springer_spaniel
539                 Labrador_retriever
540                           malamute
541                     English_setter
542                      common_iguana
543                  Shetland_sheepdog
544                   Japanese_spaniel
545                   Blenheim_spaniel
546                      water_buffalo
547                             beagle
548                   Lakeland_terrier
549          Staffordshire_bullterrier
550     American_Staffordshire_terrier
551                          seat_belt
552                             basset
553                              patio
554                          Chihuahua
555                         cowboy_hat
556                        Maltese_dog
557                           Pembroke
558                           Shih-Tzu
559                     Siberian_husky
560                              teddy
561                          dalmatian
562                         Eskimo_dog
563                 miniature_pinscher
564                          Chihuahua
565                        Maltese_dog
566                    Norfolk_terrier
567                   golden_retriever
568                            dogsled
569                 miniature_pinscher
570                           Pembroke
571                              swing
572                         schipperke
573                        Maltese_dog
574          Staffordshire_bullterrier
575                 Labrador_retriever
576                               maze
577                          seat_belt
578                           malamute
579                      Irish_terrier
580                               harp
581                           Pembroke
582                           Airedale
583                 Labrador_retriever
584                 Labrador_retriever
585                         Eskimo_dog
586                            panpipe
587                       cash_machine
588                             kelpie
589                 Scottish_deerhound
590                  Italian_greyhound
591                                pug
592                         toy_poodle
593                        Maltese_dog
594                          porcupine
595                          Chihuahua
596                            mailbox
597                          dalmatian
598                              boxer
599                            wallaby
600                     French_bulldog
601                         bloodhound
602                          Chihuahua
603                           Airedale
604                              llama
605                        EntleBucher
606                                hog
607                            Samoyed
608                          earthstar
609                             pillow
610                   golden_retriever
611                                pug
612                        Maltese_dog
613                   miniature_poodle
614                           bluetick
615                 Christmas_stocking
616                   Brittany_spaniel
617                 Christmas_stocking
618                             bubble
619                       space_heater
620                   Lakeland_terrier
621                             kuvasz
622                          Chihuahua
623                                tub
624                     French_bulldog
625                                ram
626                                pug
627                           Pembroke
628                  Shetland_sheepdog
629                         Pomeranian
630                 Labrador_retriever
631        soft-coated_wheaten_terrier
632                           carousel
633                                pug
634                         Pomeranian
635                       Irish_setter
636                      motor_scooter
637                    Tibetan_terrier
638                      Saint_Bernard
639                              Lhasa
640                     frilled_lizard
641                            Samoyed
642                          seat_belt
643                    Norfolk_terrier
644                         Rottweiler
645                         toy_poodle
646                         Pomeranian
647                          birdhouse
648                         toy_poodle
649                          Chihuahua
650                 Labrador_retriever
651                        triceratops
652                         schipperke
653                              teddy
654                      jigsaw_puzzle
655                            snorkel
656                     Siberian_husky
657                          seat_belt
658             curly-coated_retriever
659                             vizsla
660                             wombat
661                            whippet
662                   English_springer
663                             beagle
664                         bald_eagle
665                     English_setter
666                            toyshop
667                              dingo
668                              boxer
669                              koala
670                   golden_retriever
671                     cocker_spaniel
672                           Leonberg
673                           Pembroke
674                     French_bulldog
675                   Lakeland_terrier
676                  Italian_greyhound
677                           keeshond
678                           Airedale
679                           Pembroke
680                 miniature_pinscher
681                           malamute
682                        Maltese_dog
683                                hog
684                         toy_poodle
685                           bluetick
686                 Labrador_retriever
687                            cheetah
688                               chow
689                             kelpie
690                          Chihuahua
691                              llama
692        soft-coated_wheaten_terrier
693                   golden_retriever
694                           Pembroke
695                 Labrador_retriever
696                          Chihuahua
697                          Chihuahua
698                            minibus
699                         Weimaraner
700                miniature_schnauzer
701                               clog
702                           Pembroke
703                      shopping_cart
704                 Labrador_retriever
705                      Border_collie
706                              llama
707               Bernese_mountain_dog
708                         dishwasher
709                                pug
710                         Pomeranian
711                               chow
712                        Boston_bull
713                   golden_retriever
714                         white_wolf
715                           web_site
716                   Lakeland_terrier
717           Chesapeake_Bay_retriever
718                       sliding_door
719                  Yorkshire_terrier
720                           papillon
721                     Siberian_husky
722                          damselfly
723                Rhodesian_ridgeback
724                         Great_Dane
725                         Pomeranian
726                                pug
727                    German_shepherd
728                  Yorkshire_terrier
729                 Labrador_retriever
730                         Rottweiler
731                    Norwich_terrier
732                    Tibetan_mastiff
733                       cheeseburger
734                       refrigerator
735                 Labrador_retriever
736                       fiddler_crab
737                             borzoi
738                         car_mirror
739                                pug
740                          seat_belt
741                           Shih-Tzu
742                        Boston_bull
743                        wood_rabbit
744                   English_springer
745                         Rottweiler
746                                pug
747                 miniature_pinscher
748          Staffordshire_bullterrier
749                   Lakeland_terrier
750                         Pomeranian
751                         Eskimo_dog
752                                pug
753                             sorrel
754                          bannister
755                   golden_retriever
756                           Pembroke
757                           papillon
758     American_Staffordshire_terrier
759                           malinois
760                           Cardigan
761                                hog
762                       Ibizan_hound
763                              crane
764                           Pembroke
765                   English_springer
766                     cocker_spaniel
767     American_Staffordshire_terrier
768                          Chihuahua
769                     Scotch_terrier
770                         snowmobile
771                           Pembroke
772                         Eskimo_dog
773                            dogsled
774                         toy_poodle
775                            bustard
776                  Italian_greyhound
777                             collie
778               Old_English_sheepdog
779                         Pomeranian
780                         cowboy_hat
781                    standard_poodle
782                            Samoyed
783                           malamute
784                             badger
785                      motor_scooter
786                                pug
787                             kuvasz
788                           Pembroke
789                              Lhasa
790                            bighorn
791                         bath_towel
792                             kuvasz
793                   golden_retriever
794                            snorkel
795                             geyser
796                   golden_retriever
797                             barrow
798                             borzoi
799                         Rottweiler
800                   Lakeland_terrier
801               Bernese_mountain_dog
802                  Shetland_sheepdog
803                         bloodhound
804                          Chihuahua
805                      Saint_Bernard
806                            minivan
807                    Tibetan_terrier
808                         toy_poodle
809                                pug
810                     Siberian_husky
811                              bison
812                     Siberian_husky
813                                pug
814                   golden_retriever
815                            Samoyed
816                            Samoyed
817        German_short-haired_pointer
818        soft-coated_wheaten_terrier
819                   Mexican_hairless
820                      Saint_Bernard
821                          ice_lolly
822                     cocker_spaniel
823                           Shih-Tzu
824                             vizsla
825                   golden_retriever
826                 Labrador_retriever
827                           sea_lion
828                       dining_table
829                           malamute
830                                pug
831                 Scottish_deerhound
832                          washbasin
833                        groenendael
834                           Pembroke
835                              teddy
836                           Shih-Tzu
837                              boxer
838                 Australian_terrier
839                            hamster
840                             beaver
841                            bow_tie
842                        Boston_bull
843                          seat_belt
844                           Shih-Tzu
845                           papillon
846                        Maltese_dog
847                                pug
848                            basenji
849               Old_English_sheepdog
850        soft-coated_wheaten_terrier
851                            Samoyed
852                         Pomeranian
853                             borzoi
854                             briard
855                         car_mirror
856                             weasel
857                       space_heater
858                             kuvasz
859                        Appenzeller
860                          Chihuahua
861                           grey_fox
862                         Great_Dane
863                         Great_Dane
864                         toy_poodle
865                 Labrador_retriever
866                         bath_towel
867                        Siamese_cat
868                  Shetland_sheepdog
869                              Lhasa
870                          washbasin
871                         Great_Dane
872                           Pembroke
873          Staffordshire_bullterrier
874           Chesapeake_Bay_retriever
875                 Labrador_retriever
876                  Italian_greyhound
877                              boxer
878                                pug
879                     French_bulldog
880                            Samoyed
881                   Brittany_spaniel
882                            Samoyed
883        German_short-haired_pointer
884                  Italian_greyhound
885                    Norfolk_terrier
886                          Chihuahua
887                           Shih-Tzu
888                         schipperke
889                          mousetrap
890                 Labrador_retriever
891                              cairn
892                            Samoyed
893                                pug
894                   golden_retriever
895                           Pembroke
896                       hippopotamus
897                     Dandie_Dinmont
898                           malinois
899                     Border_terrier
900                   golden_retriever
901                          Chihuahua
902        West_Highland_white_terrier
903                        hummingbird
904                   golden_retriever
905                        tennis_ball
906                             beagle
907                            hamster
908                         bath_towel
909     American_Staffordshire_terrier
910                     Great_Pyrenees
911                        tailed_frog
912                Rhodesian_ridgeback
913                             kuvasz
914                         white_wolf
915                          Chihuahua
916                      Border_collie
917                  Yorkshire_terrier
918                          Chihuahua
919                     French_bulldog
920                         toy_poodle
921                         Pomeranian
922                   golden_retriever
923                        Boston_bull
924        West_Highland_white_terrier
925                         Pomeranian
926                             kelpie
927                         bloodhound
928                   golden_retriever
929                            wallaby
930                       hippopotamus
931                           Pembroke
932                               wool
933                      Border_collie
934                   golden_retriever
935                            doormat
936                 miniature_pinscher
937                           Pembroke
938                       window_shade
939                              boxer
940                 Labrador_retriever
941                     Great_Pyrenees
942                              otter
943                              teddy
944                           Pembroke
945                            Samoyed
946                          Chihuahua
947                        Siamese_cat
948                         guinea_pig
949                   golden_retriever
950                                pug
951                    Norfolk_terrier
952                           Airedale
953                             collie
954                       Egyptian_cat
955                          Chihuahua
956                          Chihuahua
957                     Great_Pyrenees
958                   golden_retriever
959                            basenji
960                           web_site
961                             collie
962                   golden_retriever
963          Staffordshire_bullterrier
964                            Samoyed
965                           papillon
966                     Border_terrier
967                           Pembroke
968                    Tibetan_mastiff
969                   golden_retriever
970                               chow
971                        four-poster
972                       space_heater
973                         toy_poodle
974                          wild_boar
975                          Chihuahua
976                     cocker_spaniel
977                                pug
978                            Samoyed
979                   Blenheim_spaniel
980               Bernese_mountain_dog
981                   golden_retriever
982                          Chihuahua
983                   Lakeland_terrier
984                                ram
985                   golden_retriever
986                            bathtub
987                            whippet
988                 miniature_pinscher
989                         toy_poodle
990                              agama
991                           malinois
992          Staffordshire_bullterrier
993                    Norwich_terrier
994                     French_bulldog
995                           Cardigan
996                             muzzle
997                                pug
998                          Chihuahua
999                           Shih-Tzu
1000                       tennis_ball
1001                        Pomeranian
1002                  golden_retriever
1003                        Eskimo_dog
1004                        schipperke
1005                            hotdog
1006                    Siberian_husky
1007                            borzoi
1008                         Chihuahua
1009                Labrador_retriever
1010                 Shetland_sheepdog
1011                       Maltese_dog
1012                    cocker_spaniel
1013                  golden_retriever
1014                              chow
1015                         Chihuahua
1016                               bib
1017                          Pembroke
1018                        toy_poodle
1019                          Pekinese
1020                        cowboy_hat
1021                               pug
1022              Old_English_sheepdog
1023                          Shih-Tzu
1024                          Pembroke
1025       soft-coated_wheaten_terrier
1026                          Pembroke
1027                             dingo
1028                          malamute
1029                    French_bulldog
1030                leatherback_turtle
1031                          Pembroke
1032                             llama
1033                        brown_bear
1034                             dingo
1035                  Lakeland_terrier
1036                          espresso
1037                        comic_book
1038                             goose
1039                          Shih-Tzu
1040                       triceratops
1041                Labrador_retriever
1042                          ice_bear
1043                Labrador_retriever
1044                    Great_Pyrenees
1045                Labrador_retriever
1046                       timber_wolf
1047                           whippet
1048                    Great_Pyrenees
1049                  Brittany_spaniel
1050                  golden_retriever
1051                    Siberian_husky
1052                Labrador_retriever
1053                               pug
1054       soft-coated_wheaten_terrier
1055                            collie
1056                   Norfolk_terrier
1057                           meerkat
1058                    Great_Pyrenees
1059                  Brittany_spaniel
1060                             dingo
1061                         Chihuahua
1062                         Chihuahua
1063       West_Highland_white_terrier
1064                              nail
1065                  golden_retriever
1066         Staffordshire_bullterrier
1067                    Dandie_Dinmont
1068                               pug
1069                  golden_retriever
1070                 Yorkshire_terrier
1071                    Siberian_husky
1072                        Pomeranian
1073                          malinois
1074                    Siberian_husky
1075                  golden_retriever
1076                miniature_pinscher
1077                  golden_retriever
1078                        car_mirror
1079                  Brittany_spaniel
1080                          malamute
1081                         Chihuahua
1082                            hammer
1083                            badger
1084                       Maltese_dog
1085                Labrador_retriever
1086                        Pomeranian
1087                          Pembroke
1088                  golden_retriever
1089                    Dandie_Dinmont
1090                  golden_retriever
1091                             swing
1092                          malamute
1093                      home_theater
1094                  golden_retriever
1095                           Samoyed
1096                  Mexican_hairless
1097                               alp
1098                          Pembroke
1099                        Rottweiler
1100                      Newfoundland
1101                         Chihuahua
1102                           Samoyed
1103                        Pomeranian
1104                Labrador_retriever
1105                        Great_Dane
1106                       tennis_ball
1107                  golden_retriever
1108                             teddy
1109                           Samoyed
1110                       Siamese_cat
1111                             boxer
1112                     Border_collie
1113                  golden_retriever
1114       German_short-haired_pointer
1115                  golden_retriever
1116                             boxer
1117                              chow
1118                        toy_poodle
1119                   standard_poodle
1120                miniature_pinscher
1121       soft-coated_wheaten_terrier
1122                             teddy
1123             flat-coated_retriever
1124                            bonnet
1125                        toy_poodle
1126                        Pomeranian
1127                    Great_Pyrenees
1128                     Border_collie
1129                    cocker_spaniel
1130                      handkerchief
1131                      Newfoundland
1132                            collie
1133                       Siamese_cat
1134                      window_shade
1135                     Saint_Bernard
1136                          Pembroke
1137                       Maltese_dog
1138                        stone_wall
1139                   German_shepherd
1140                            kelpie
1141                        stone_wall
1142                           doormat
1143                       hand_blower
1144                               pug
1145                        Eskimo_dog
1146    American_Staffordshire_terrier
1147                           polecat
1148                          lakeside
1149                          Pembroke
1150                    English_setter
1151                       tennis_ball
1152         Staffordshire_bullterrier
1153                        Pomeranian
1154                             koala
1155                  golden_retriever
1156                              chow
1157                    French_bulldog
1158                             Lhasa
1159                            beagle
1160                    Siberian_husky
1161                  golden_retriever
1162                       Maltese_dog
1163                      Walker_hound
1164         Staffordshire_bullterrier
1165                      studio_couch
1166                               pug
1167                          Pembroke
1168                    cocker_spaniel
1169                  golden_retriever
1170                Labrador_retriever
1171                               cup
1172                        schipperke
1173                             cliff
1174                        guinea_pig
1175                           Samoyed
1176                          Pembroke
1177                          malamute
1178                            vizsla
1179                               pug
1180                          keeshond
1181                Bedlington_terrier
1182                    cocker_spaniel
1183                              chow
1184                Labrador_retriever
1185                        bath_towel
1186                        Eskimo_dog
1187                      Walker_hound
1188                Labrador_retriever
1189                  Blenheim_spaniel
1190                        toy_poodle
1191                           redbone
1192               Irish_water_spaniel
1193          Chesapeake_Bay_retriever
1194                  golden_retriever
1195                           bow_tie
1196                  golden_retriever
1197                            wombat
1198                        lawn_mower
1199                        toy_poodle
1200                          malamute
1201                  golden_retriever
1202                         Chihuahua
1203          Chesapeake_Bay_retriever
1204                Labrador_retriever
1205                            kuvasz
1206                       Siamese_cat
1207                           balloon
1208                          Cardigan
1209                               pug
1210                          web_site
1211                        sunglasses
1212                  golden_retriever
1213                            kuvasz
1214                          malamute
1215                          sea_lion
1216                          rapeseed
1217                      hippopotamus
1218                        Weimaraner
1219                         dalmatian
1220                      bull_mastiff
1221                Labrador_retriever
1222                           Samoyed
1223                 Shetland_sheepdog
1224                        toy_poodle
1225              Old_English_sheepdog
1226                 Shetland_sheepdog
1227                          ice_bear
1228                Labrador_retriever
1229                            barrow
1230                         seat_belt
1231                          Pekinese
1232                 Shetland_sheepdog
1233                              chow
1234                   German_shepherd
1235                        toy_poodle
1236                  golden_retriever
1237                       Boston_bull
1238                             dingo
1239                          Pembroke
1240                     traffic_light
1241                Labrador_retriever
1242                              coil
1243                 Shetland_sheepdog
1244                        binoculars
1245                          Cardigan
1246                           basenji
1247          Chesapeake_Bay_retriever
1248                          Pembroke
1249                          Pembroke
1250                            kuvasz
1251                           Samoyed
1252                            kelpie
1253                            paddle
1254                 Shetland_sheepdog
1255                            borzoi
1256                   Tibetan_terrier
1257                            muzzle
1258                                ox
1259                          Pembroke
1260                       tiger_shark
1261                            borzoi
1262       German_short-haired_pointer
1263          sulphur-crested_cockatoo
1264                               pug
1265           wire-haired_fox_terrier
1266                        Pomeranian
1267          Chesapeake_Bay_retriever
1268                          papillon
1269                          Pekinese
1270                           bow_tie
1271              Old_English_sheepdog
1272                            muzzle
1273                   standard_poodle
1274                Labrador_retriever
1275                            Saluki
1276                           redbone
1277                               pug
1278                  golden_retriever
1279                          Shih-Tzu
1280                        toy_poodle
1281                               pug
1282                     Border_collie
1283                  golden_retriever
1284               American_black_bear
1285                          Pembroke
1286                        toy_poodle
1287                Labrador_retriever
1288                Labrador_retriever
1289                      Walker_hound
1290                  golden_retriever
1291                Labrador_retriever
1292                         dalmatian
1293                        toy_poodle
1294                              chow
1295                  Lakeland_terrier
1296                Labrador_retriever
1297                           upright
1298                Bedlington_terrier
1299                             swing
1300                             goose
1301                   German_shepherd
1302                   German_shepherd
1303                          Pembroke
1304                              chow
1305                          bluetick
1306                           whippet
1307                           balloon
1308                miniature_pinscher
1309                    French_bulldog
1310                              chow
1311                            beagle
1312                               tub
1313                        rotisserie
1314                  golden_retriever
1315                               pug
1316                Labrador_retriever
1317                          web_site
1318                          Pekinese
1319                          Airedale
1320                             conch
1321                  golden_retriever
1322                            geyser
1323                          Pembroke
1324                  golden_retriever
1325                  golden_retriever
1326                 Italian_greyhound
1327                Labrador_retriever
1328                         seat_belt
1329                           doormat
1330                           doormat
1331                          bluetick
1332                         seat_belt
1333                      cash_machine
1334                             skunk
1335                          bookshop
1336                          Pembroke
1337          Chesapeake_Bay_retriever
1338                Labrador_retriever
1339                          Pembroke
1340          Chesapeake_Bay_retriever
1341          Chesapeake_Bay_retriever
1342                            barrow
1343                Labrador_retriever
1344                 Shetland_sheepdog
1345                     Irish_terrier
1346                            kuvasz
1347                            kuvasz
1348                  golden_retriever
1349                Labrador_retriever
1350                  golden_retriever
1351                    Sussex_spaniel
1352                Labrador_retriever
1353                           balloon
1354                   radio_telescope
1355              Old_English_sheepdog
1356                           Samoyed
1357                           axolotl
1358                  golden_retriever
1359                  Blenheim_spaniel
1360                  golden_retriever
1361                            cougar
1362                   standard_poodle
1363                Norwegian_elkhound
1364                        brown_bear
1365                     Gordon_setter
1366                           gondola
1367                            paddle
1368                  golden_retriever
1369                Labrador_retriever
1370                      home_theater
1371                      African_grey
1372                              chow
1373                           Samoyed
1374                            kelpie
1375                         seat_belt
1376                  miniature_poodle
1377                          malamute
1378                   German_shepherd
1379              Bernese_mountain_dog
1380                         dalmatian
1381                  golden_retriever
1382                          Pembroke
1383                            beagle
1384                  golden_retriever
1385            Welsh_springer_spaniel
1386                           redbone
1387                        toy_poodle
1388                        toy_poodle
1389                          keeshond
1390                          Doberman
1391                            beagle
1392                        toy_poodle
1393                             patio
1394                              chow
1395                            vizsla
1396                        coral_reef
1397                              lion
1398                Labrador_retriever
1399                    Great_Pyrenees
1400                           basenji
1401                              chow
1402                        Pomeranian
1403                  golden_retriever
1404                               pug
1405                miniature_pinscher
1406                       Boston_bull
1407                  golden_retriever
1408                 Italian_greyhound
1409                           maillot
1410                    Madagascar_cat
1411                              chow
1412              Bernese_mountain_dog
1413                      home_theater
1414                           meerkat
1415                Labrador_retriever
1416                           bathtub
1417                           Samoyed
1418                            collie
1419                Labrador_retriever
1420                          papillon
1421                          Pembroke
1422                         Chihuahua
1423                Labrador_retriever
1424                  golden_retriever
1425                          Pembroke
1426                      Newfoundland
1427                         dalmatian
1428                            basset
1429                             tabby
1430                  Blenheim_spaniel
1431                         seat_belt
1432                     shopping_cart
1433                Norwegian_elkhound
1434              Old_English_sheepdog
1435                     silky_terrier
1436                        Pomeranian
1437                       giant_panda
1438                        Eskimo_dog
1439                      Walker_hound
1440                        toy_poodle
1441                              chow
1442                            beagle
1443                          web_site
1444                long-horned_beetle
1445                              chow
1446                  golden_retriever
1447                          web_site
1448                         mousetrap
1449                        Rottweiler
1450                           Samoyed
1451                Labrador_retriever
1452                        toy_poodle
1453                         Chihuahua
1454                         Chihuahua
1455                              chow
1456                  golden_retriever
1457                    cocker_spaniel
1458                      Afghan_hound
1459                           clumber
1460                   German_shepherd
1461                       Boston_bull
1462                            collie
1463                      hippopotamus
1464                          Pembroke
1465                          Airedale
1466                   German_shepherd
1467         Staffordshire_bullterrier
1468                    cocker_spaniel
1469                         Chihuahua
1470                        toy_poodle
1471                           sundial
1472                  golden_retriever
1473                            vizsla
1474                        Great_Dane
1475                               pug
1476                               pug
1477                  golden_retriever
1478                     Saint_Bernard
1479                    Siberian_husky
1480          Chesapeake_Bay_retriever
1481                           padlock
1482                 Shetland_sheepdog
1483                  Mexican_hairless
1484                       tennis_ball
1485                          Pembroke
1486                        pool_table
1487                  golden_retriever
1488                            briard
1489                          malamute
1490                      Irish_setter
1491                  golden_retriever
1492                         seat_belt
1493          Chesapeake_Bay_retriever
1494                          Cardigan
1495                          Cardigan
1496                Norwegian_elkhound
1497                         Chihuahua
1498                              chow
1499                  Lakeland_terrier
1500                             quilt
1501                  miniature_poodle
1502                          malamute
1503                              chow
1504                         seat_belt
1505                             teddy
1506                miniature_pinscher
1507                         porcupine
1508                    Great_Pyrenees
1509                             teddy
1510                  golden_retriever
1511                Labrador_retriever
1512                  golden_retriever
1513                          Pembroke
1514                          Leonberg
1515                        Pomeranian
1516                  golden_retriever
1517                         seat_belt
1518                         Chihuahua
1519                   German_shepherd
1520                               pug
1521                       beach_wagon
1522                  golden_retriever
1523                              chow
1524                           Samoyed
1525                  golden_retriever
1526                    cocker_spaniel
1527                    remote_control
1528                         Chihuahua
1529                          malamute
1530                        schipperke
1531          Chesapeake_Bay_retriever
1532                              chow
1533                               tub
1534                Labrador_retriever
1535                          Pembroke
1536                      refrigerator
1537              Bernese_mountain_dog
1538                               tub
1539                        dishwasher
1540                    cocker_spaniel
1541                          malamute
1542                miniature_pinscher
1543                          Pembroke
1544                  golden_retriever
1545                          komondor
1546                    cocker_spaniel
1547                 Yorkshire_terrier
1548                   jack-o'-lantern
1549                          web_site
1550                Labrador_retriever
1551                            bakery
1552                 Italian_greyhound
1553                  golden_retriever
1554                  Lakeland_terrier
1555                Labrador_retriever
1556                           doormat
1557           wire-haired_fox_terrier
1558                  golden_retriever
1559                            basset
1560                    Siberian_husky
1561                      Afghan_hound
1562                  golden_retriever
1563                miniature_pinscher
1564                  golden_retriever
1565              Old_English_sheepdog
1566                Labrador_retriever
1567                          pedestal
1568                           Samoyed
1569                    cocker_spaniel
1570                             teddy
1571                        schipperke
1572                          gas_pump
1573                  golden_retriever
1574                  golden_retriever
1575                  golden_retriever
1576                              chow
1577                          Cardigan
1578                  golden_retriever
1579                  golden_retriever
1580                          Pekinese
1581                    cocker_spaniel
1582    American_Staffordshire_terrier
1583                          Cardigan
1584                            collie
1585                          Pembroke
1586    American_Staffordshire_terrier
1587                          Pekinese
1588                          papillon
1589                            beagle
1590                  English_springer
1591                              chow
1592                             dough
1593                         Chihuahua
1594                Labrador_retriever
1595       West_Highland_white_terrier
1596                    Siberian_husky
1597                   Norfolk_terrier
1598                          malamute
1599                miniature_pinscher
1600                     Border_collie
1601                              chow
1602                            vacuum
1603                  golden_retriever
1604                  golden_retriever
1605                         mousetrap
1606                             teddy
1607                          Pembroke
1608                    cocker_spaniel
1609                         dalmatian
1610                    cocker_spaniel
1611                           minivan
1612                          Pembroke
1613         Staffordshire_bullterrier
1614                        Eskimo_dog
1615                         Chihuahua
1616                Labrador_retriever
1617                      home_theater
1618                  golden_retriever
1619                    cocker_spaniel
1620                              chow
1621                          Pembroke
1622                          bookcase
1623                Labrador_retriever
1624                  Lakeland_terrier
1625                miniature_pinscher
1626                          web_site
1627                              chow
1628                   Tibetan_mastiff
1629                          Pembroke
1630                            shield
1631                          malinois
1632                    Siberian_husky
1633                Norwegian_elkhound
1634                      Irish_setter
1635                              chow
1636                          Cardigan
1637                            vizsla
1638                     Arabian_camel
1639                  golden_retriever
1640                         seat_belt
1641                         Chihuahua
1642                  golden_retriever
1643                Labrador_retriever
1644                  golden_retriever
1645                    cocker_spaniel
1646                          Airedale
1647                         seat_belt
1648                        Rottweiler
1649                            vizsla
1650                        Pomeranian
1651        Greater_Swiss_Mountain_dog
1652                Labrador_retriever
1653                   Norwich_terrier
1654         Staffordshire_bullterrier
1655                          malamute
1656                          malamute
1657             flat-coated_retriever
1658                  golden_retriever
1659                          Pembroke
1660                            beagle
1661                          Pekinese
1662         Staffordshire_bullterrier
1663                  golden_retriever
1664                        bath_towel
1665                             loupe
1666                      Irish_setter
1667                      bull_mastiff
1668                  golden_retriever
1669                       toy_terrier
1670                          Doberman
1671                        Great_Dane
1672                             dingo
1673                Norwegian_elkhound
1674                            beagle
1675                       Siamese_cat
1676                           doormat
1677                  golden_retriever
1678                    cocker_spaniel
1679                           Samoyed
1680                          malamute
1681                    French_bulldog
1682                    Siberian_husky
1683                Labrador_retriever
1684                  golden_retriever
1685                  miniature_poodle
1686                  golden_retriever
1687                         dalmatian
1688                        restaurant
1689                   German_shepherd
1690                     Border_collie
1691                   Tibetan_mastiff
1692                         Chihuahua
1693                    English_setter
1694                        Pomeranian
1695                Labrador_retriever
1696                          web_site
1697                         Chihuahua
1698                          malamute
1699                        dishwasher
1700                            kelpie
1701                            Saluki
1702                  golden_retriever
1703                   Tibetan_mastiff
1704                          Doberman
1705                          ice_bear
1706                               pug
1707            curly-coated_retriever
1708                    cocker_spaniel
1709                  golden_retriever
1710               miniature_schnauzer
1711                             swing
1712                Norwegian_elkhound
1713                         Chihuahua
1714                Labrador_retriever
1715                   standard_poodle
1716                            prison
1717                            prison
1718                   standard_poodle
1719                    Border_terrier
1720                        Rottweiler
1721                          Cardigan
1722                      acorn_squash
1723                           bathtub
1724    American_Staffordshire_terrier
1725                        school_bus
1726                     Gordon_setter
1727                  golden_retriever
1728       West_Highland_white_terrier
1729                  golden_retriever
1730              Old_English_sheepdog
1731                        Pomeranian
1732                   German_shepherd
1733                      Irish_setter
1734                          Doberman
1735                  golden_retriever
1736                     Saint_Bernard
1737                  golden_retriever
1738                           Samoyed
1739                        Pomeranian
1740                           Samoyed
1741                    cocker_spaniel
1742                           Samoyed
1743                          malinois
1744                  Lakeland_terrier
1745                           bathtub
1746                           Samoyed
1747                       cowboy_boot
1748                             dingo
1749                             cairn
1750                        schipperke
1751                             teddy
1752                          Pembroke
1753                    English_setter
1754                    Border_terrier
1755                          gas_pump
1756                        Eskimo_dog
1757                          Pekinese
1758                        Rottweiler
1759                    Great_Pyrenees
1760                     shopping_cart
1761                       tennis_ball
1762                Labrador_retriever
1763                    French_bulldog
1764                   German_shepherd
1765                    French_bulldog
1766                    Great_Pyrenees
1767                  golden_retriever
1768                        Great_Dane
1769                  golden_retriever
1770                          Pembroke
1771                            collie
1772                   German_shepherd
1773    American_Staffordshire_terrier
1774                             patio
1775                          malamute
1776    American_Staffordshire_terrier
1777                Bedlington_terrier
1778                        Weimaraner
1779                             teddy
1780                  golden_retriever
1781                      hippopotamus
1782                         seat_belt
1783                             boxer
1784                  golden_retriever
1785         Staffordshire_bullterrier
1786                Labrador_retriever
1787                    French_bulldog
1788                    Border_terrier
1789                  golden_retriever
1790                        toy_poodle
1791                Labrador_retriever
1792                            kuvasz
1793                    cocker_spaniel
1794                          Doberman
1795                            briard
1796              Old_English_sheepdog
1797                         Chihuahua
1798                        Eskimo_dog
1799                          Pembroke
1800                        bloodhound
1801                        Pomeranian
1802                           whippet
1803                miniature_pinscher
1804                      Afghan_hound
1805                          Pembroke
1806                            kelpie
1807                          Pekinese
1808                        Eskimo_dog
1809                          Cardigan
1810                            jersey
1811                             boxer
1812                          Cardigan
1813                  golden_retriever
1814       West_Highland_white_terrier
1815                         Chihuahua
1816                            kuvasz
1817                        bath_towel
1818                                ox
1819                  golden_retriever
1820               Rhodesian_ridgeback
1821                     toilet_tissue
1822                    Border_terrier
1823                          ice_bear
1824                             swing
1825                     Border_collie
1826                             hyena
1827                        Rottweiler
1828         Staffordshire_bullterrier
1829                           Samoyed
1830                            borzoi
1831                      wooden_spoon
1832                           leopard
1833                       mortarboard
1834                     shopping_cart
1835                     toilet_tissue
1836                    Siberian_husky
1837    American_Staffordshire_terrier
1838                Norwegian_elkhound
1839                         birdhouse
1840                  golden_retriever
1841                              chow
1842                    Great_Pyrenees
1843                            kelpie
1844                          web_site
1845                    Border_terrier
1846                          Leonberg
1847                          web_site
1848                             swing
1849         Staffordshire_bullterrier
1850          Chesapeake_Bay_retriever
1851                            teapot
1852                  golden_retriever
1853                          web_site
1854                  Brittany_spaniel
1855                      Afghan_hound
1856                  military_uniform
1857                         Chihuahua
1858                          ice_bear
1859                              chow
1860                    French_bulldog
1861                          Pembroke
1862                               tub
1863                Labrador_retriever
1864                         Chihuahua
1865                          Pembroke
1866                Labrador_retriever
1867                Labrador_retriever
1868                Labrador_retriever
1869                            washer
1870                Labrador_retriever
1871                Labrador_retriever
1872                       tennis_ball
1873               Irish_water_spaniel
1874                    Dandie_Dinmont
1875                              chow
1876                           Samoyed
1877                  golden_retriever
1878                   giant_schnauzer
1879                  golden_retriever
1880                 Shetland_sheepdog
1881                        white_wolf
1882         Staffordshire_bullterrier
1883                          Airedale
1884                          Cardigan
1885              Bernese_mountain_dog
1886                          sea_lion
1887                        coffee_mug
1888                Bedlington_terrier
1889                          malamute
1890             flat-coated_retriever
1891                          fountain
1892                             patio
1893                        schipperke
1894                         Chihuahua
1895                 Shetland_sheepdog
1896                       tennis_ball
1897                 Yorkshire_terrier
1898                               pug
1899                        car_mirror
1900                          web_site
1901                          Cardigan
1902                        pencil_box
1903         Staffordshire_bullterrier
1904                            barrow
1905                            prison
1906                           barbell
1907                        bloodhound
1908                  golden_retriever
1909                        Great_Dane
1910                            grille
1911                   German_shepherd
1912                miniature_pinscher
1913                  English_springer
1914           black-and-tan_coonhound
1915                          Pembroke
1916                         Chihuahua
1917                          Pembroke
1918                  Blenheim_spaniel
1919             flat-coated_retriever
1920                         Chihuahua
1921              Old_English_sheepdog
1922                       Boston_bull
1923                  golden_retriever
1924                           Samoyed
1925                          malamute
1926                Labrador_retriever
1927                    French_bulldog
1928                  golden_retriever
1929                          Pembroke
1930                  golden_retriever
1931                          revolver
1932                            Angora
1933                  golden_retriever
1934                Labrador_retriever
1935                    French_bulldog
1936                        chimpanzee
1937                          lakeside
1938                Bedlington_terrier
1939                          Cardigan
1940                          envelope
1941                   German_shepherd
1942                           syringe
1943                          Cardigan
1944                     Arabian_camel
1945                              chow
1946                      home_theater
1947                            basset
1948                Australian_terrier
1949                    French_bulldog
1950                  Lakeland_terrier
1951         Staffordshire_bullterrier
1952                        Eskimo_dog
1953                            marmot
1954                  golden_retriever
1955                      bull_mastiff
1956                              pole
1957                          Pembroke
1958          Chesapeake_Bay_retriever
1959                  golden_retriever
1960                           Samoyed
1961                    French_bulldog
1962             flat-coated_retriever
1963                           Samoyed
1964                  Blenheim_spaniel
1965                        Eskimo_dog
1966                     Border_collie
1967                Labrador_retriever
1968                           whippet
1969                Labrador_retriever
1970                            laptop
1971                          Pembroke
1972                         Chihuahua
1973                          Pembroke
1974                          Pembroke
1975                        comic_book
1976        Greater_Swiss_Mountain_dog
1977                  golden_retriever
1978                          Pembroke
1979                      home_theater
1980                            kelpie
1981                          komondor
1982                Labrador_retriever
1983                 Shetland_sheepdog
1984                        basketball
1985                Labrador_retriever
1986                          Pembroke
1987                    cocker_spaniel
1988                               pug
1989                Labrador_retriever
1990                            vizsla
1991                      Newfoundland
1992                            laptop
1993                          Cardigan
1994             flat-coated_retriever
1995                    cocker_spaniel
1996                Labrador_retriever
1997       West_Highland_white_terrier
1998                    Siberian_husky
1999                Labrador_retriever
2000              Bernese_mountain_dog
2001                  golden_retriever
2002                        bloodhound
2003                          Pembroke
2004                            Saluki
2005                            basset
2006                      Irish_setter
2007          Chesapeake_Bay_retriever
2008                    French_bulldog
2009                            basset
2010                 Italian_greyhound
2011                            vizsla
2012                             tabby
2013                          tricycle
2014                  English_springer
2015       German_short-haired_pointer
2016                            basset
2017                miniature_pinscher
2018                         Chihuahua
2019                  golden_retriever
2020                          Pembroke
2021                       street_sign
2022                            tusker
2023                           Samoyed
2024                            Saluki
2025                        Weimaraner
2026                          web_site
2027                  golden_retriever
2028                          Pembroke
2029                Labrador_retriever
2030                        Eskimo_dog
2031                  golden_retriever
2032                              chow
2033                  golden_retriever
2034                          Doberman
2035                   German_shepherd
2036                          Pembroke
2037                               pug
2038                              chow
2039                 Italian_greyhound
2040                          malamute
2041                Labrador_retriever
2042                               pug
2043                  Blenheim_spaniel
2044                               pug
2045                    French_bulldog
2046                       convertible
2047                            kuvasz
2048                         Chihuahua
2049                           Samoyed
2050                  Mexican_hairless
2051                          Pembroke
2052                         limousine
2053                            basset
2054                    French_bulldog
2055                          Pembroke
2056                    Siberian_husky
2057                  golden_retriever
2058                  golden_retriever
2059                           whippet
2060                  golden_retriever
2061                    French_bulldog
2062                          Pembroke
2063                    French_bulldog
2064                           Samoyed
2065                          Pembroke
2066                     Irish_terrier
2067                        Pomeranian
2068                       Appenzeller
2069          Chesapeake_Bay_retriever
2070                            basset
2071                       paper_towel
2072                         Chihuahua
2073                         Chihuahua
2074                            orange
Name: p1, dtype: object

print(image_prediction.p2)

0                               collie
1                   miniature_pinscher
2                             malinois
3                              redbone
4                           Rottweiler
5                     English_springer
6                           mud_turtle
7                      Tibetan_mastiff
8                      shopping_basket
9                             komondor
10                     Tibetan_mastiff
11                   Yorkshire_terrier
12                    English_foxhound
13                        bull_mastiff
14                     German_shepherd
15                            Shih-Tzu
16                        Newfoundland
17                                cock
18                                desk
19                         toy_terrier
20                          toy_poodle
21                               otter
22                        Newfoundland
23            Chesapeake_Bay_retriever
24                      Siberian_husky
25                               skunk
26                        Afghan_hound
27                         toy_terrier
28                          bloodhound
29                          barracouta
30                            papillon
31                      cocker_spaniel
32                                chow
33                       Irish_terrier
34                           chain_saw
35                              beagle
36                     giant_schnauzer
37                  Labrador_retriever
38                            Pembroke
39                    English_springer
40                              beagle
41                           Chihuahua
42                      cocker_spaniel
43                  miniature_pinscher
44                          Weimaraner
45                                slug
46                    Brittany_spaniel
47                  standard_schnauzer
48                               teddy
49                          toy_poodle
50                           armadillo
51                           chain_saw
52                          Rottweiler
53                 African_hunting_dog
54                  Labrador_retriever
55                              vizsla
56                             doormat
57                                 pug
58                   Italian_greyhound
59                           Chihuahua
60                             Samoyed
61                          Pomeranian
62                    miniature_poodle
63                          Rottweiler
64                    Lakeland_terrier
65                           Chihuahua
66                    Lakeland_terrier
67            Chesapeake_Bay_retriever
68                        Irish_setter
69                                swab
70                  miniature_pinscher
71                            malamute
72                  Labrador_retriever
73                          bath_towel
74                       Border_collie
75                            Leonberg
76                  miniature_pinscher
77                          bath_towel
78                               drake
79                      French_bulldog
80                       Irish_terrier
81                                 pug
82                            ice_bear
83                  Christmas_stocking
84                    golden_retriever
85                  Labrador_retriever
86                     standard_poodle
87                               dhole
88                              kuvasz
89                            Cardigan
90                       silky_terrier
91                            Pembroke
92                    miniature_poodle
93                           spotlight
94                          dishwasher
95                              vizsla
96                             bighorn
97                    golden_retriever
98                           tow_truck
99                                 pug
100                        hummingbird
101                     English_setter
102           Chesapeake_Bay_retriever
103                          Chihuahua
104                         bath_towel
105                     Siberian_husky
106                         prayer_rug
107                     frilled_lizard
108                 miniature_pinscher
109                   golden_retriever
110                           Pekinese
111                           malamute
112                                 ox
113                              boxer
114                                hog
115                         guinea_pig
116                           Cardigan
117                                hen
118                            wallaby
119                        cowboy_boot
120                     cocker_spaniel
121                   golden_retriever
122                   golden_retriever
123                             cornet
124                            minivan
125                 miniature_pinscher
126                             paddle
127                           Cardigan
128                   Lakeland_terrier
129                             basset
130                              skunk
131                           ice_bear
132                             hamper
133                 Labrador_retriever
134                 Bedlington_terrier
135                 miniature_pinscher
136                  Shetland_sheepdog
137                             kuvasz
138                         toy_poodle
139                     French_bulldog
140                                bow
141                              Lhasa
142                            pelican
143                            toaster
144                         Pomeranian
145                        groenendael
146                                pug
147                 Australian_terrier
148                           Shih-Tzu
149                              llama
150                                pug
151                     frilled_lizard
152                           knee_pad
153                  Italian_greyhound
154                         Weimaraner
155                  Italian_greyhound
156                      Irish_terrier
157                    Tibetan_mastiff
158                             pillow
159                             collie
160                       Ibizan_hound
161               Old_English_sheepdog
162                   Lakeland_terrier
163           Chesapeake_Bay_retriever
164             Welsh_springer_spaniel
165                       Irish_setter
166                         coral_reef
167                          Chihuahua
168                              bison
169                        waffle_iron
170                              tabby
171                   English_springer
172                           Cardigan
173                  Italian_greyhound
174                                bib
175                         Pomeranian
176                     French_bulldog
177                         police_van
178                       Irish_setter
179                           Cardigan
180                 Labrador_retriever
181                         Eskimo_dog
182                        breastplate
183                           Pembroke
184                     French_bulldog
185        German_short-haired_pointer
186                       Irish_setter
187                             beagle
188                 miniature_pinscher
189                    Norfolk_terrier
190                   Blenheim_spaniel
191                   miniature_poodle
192                        toy_terrier
193                             pickup
194                miniature_schnauzer
195                          lampshade
196                     Siberian_husky
197                    Tibetan_terrier
198                   golden_retriever
199                        Siamese_cat
200                             borzoi
201                       studio_couch
202                          Chihuahua
203                        toilet_seat
204                            hamster
205                          seat_belt
206                           keeshond
207                            redbone
208                         Rottweiler
209                              koala
210                         hair_spray
211                      Saint_Bernard
212                               tray
213                             borzoi
214                             beagle
215                               slug
216     American_Staffordshire_terrier
217                          birdhouse
218                     Siberian_husky
219                           terrapin
220          Staffordshire_bullterrier
221                   miniature_poodle
222                         Pomeranian
223                           Cardigan
224                             briard
225        West_Highland_white_terrier
226                 spotted_salamander
227                     English_setter
228           Chesapeake_Bay_retriever
229                     French_bulldog
230                        tennis_ball
231                miniature_schnauzer
232                          porcupine
233                           cardigan
234                               corn
235                        toy_terrier
236                   golden_retriever
237                    giant_schnauzer
238           Chesapeake_Bay_retriever
239                            basenji
240                         otterhound
241                   Brittany_spaniel
242                 European_gallinule
243                              indri
244                        tailed_frog
245                        beach_wagon
246                            siamang
247                             orange
248        West_Highland_white_terrier
249                   Brittany_spaniel
250                       home_theater
251                              cairn
252                           Pekinese
253                              tabby
254                               hare
255                 Norwegian_elkhound
256                   golden_retriever
257                  Brabancon_griffon
258                American_black_bear
259                     French_bulldog
260                  sulphur_butterfly
261                           Pembroke
262                             basset
263                         toy_poodle
264                             beagle
265                       Ibizan_hound
266                           Pekinese
267                   Sealyham_terrier
268                       Walker_hound
269          Staffordshire_bullterrier
270                          Chihuahua
271        German_short-haired_pointer
272                          tarantula
273                 Norwegian_elkhound
274                        Persian_cat
275                       coral_fungus
276                              Lhasa
277                          accordion
278                             beagle
279                             beagle
280                             kelpie
281                          Chihuahua
282                   golden_retriever
283                     Great_Pyrenees
284                        wood_rabbit
285                              cairn
286            black-and-tan_coonhound
287           Chesapeake_Bay_retriever
288                         sunglasses
289                               plow
290                        toilet_seat
291                             kelpie
292                            whippet
293                        rain_barrel
294                         toy_poodle
295                        toy_terrier
296                            bathtub
297                              tiger
298                     Great_Pyrenees
299                             kelpie
300                              snail
301                             paddle
302                         bath_towel
303                               tick
304            wire-haired_fox_terrier
305                           Pekinese
306            black-and-tan_coonhound
307                               cock
308                       bull_mastiff
309                       water_bottle
310                             collie
311                                wig
312                           platypus
313            black-and-tan_coonhound
314                            Samoyed
315                    Irish_wolfhound
316                   miniature_poodle
317                                ram
318                            doormat
319                     French_bulldog
320                              teddy
321                            gorilla
322                          Chihuahua
323               entertainment_center
324                             toucan
325                               mask
326                   golden_retriever
327                            hamster
328                      shopping_cart
329                         toy_poodle
330                     French_bulldog
331                   golden_retriever
332                American_black_bear
333                     French_bulldog
334                     Sussex_spaniel
335                              crate
336                             basset
337                         grey_whale
338                     French_bulldog
339                             badger
340                           Airedale
341                     French_bulldog
342                      Arabian_camel
343                              teddy
344                 miniature_pinscher
345                 Norwegian_elkhound
346                         toy_poodle
347                          cockroach
348                             collie
349                             borzoi
350                         Rottweiler
351                               chow
352                          Chihuahua
353                           lifeboat
354                     Great_Pyrenees
355               Old_English_sheepdog
356                   miniature_poodle
357                         rotisserie
358                           goldfish
359                 Labrador_retriever
360                           Cardigan
361                           stingray
362                           Cardigan
363                             beagle
364                            warthog
365                            bobsled
366                            bighorn
367                                pug
368                   miniature_poodle
369                  rhinoceros_beetle
370                  Brabancon_griffon
371                             basset
372                             beaver
373        West_Highland_white_terrier
374                              boxer
375                         Pomeranian
376                            bathtub
377                        groenendael
378                         brown_bear
379                        Maltese_dog
380                 Labrador_retriever
381                         bloodhound
382                         Pomeranian
383                          Chihuahua
384                  Italian_greyhound
385                             weasel
386                              quill
387                 Labrador_retriever
388                 miniature_pinscher
389                   Brittany_spaniel
390                            warthog
391                 Christmas_stocking
392                             basset
393                   golden_retriever
394                           Leonberg
395                               corn
396                Rhodesian_ridgeback
397                             beagle
398                         Arctic_fox
399                         guinea_pig
400                   Sealyham_terrier
401     American_Staffordshire_terrier
402                                hen
403                             ashcan
404                              Lhasa
405                             kelpie
406                     cocker_spaniel
407                        Siamese_cat
408                         toy_poodle
409                            bow_tie
410                          Chihuahua
411        soft-coated_wheaten_terrier
412                         schipperke
413                  Brabancon_griffon
414                         prayer_rug
415                           Cardigan
416                             borzoi
417                           Pekinese
418                   miniature_poodle
419                 Norwegian_elkhound
420                   miniature_poodle
421                  rhinoceros_beetle
422                             badger
423                           Pembroke
424                           bearskin
425                 Kerry_blue_terrier
426                  Shetland_sheepdog
427                     Siberian_husky
428                              boxer
429                          ice_lolly
430                 Norwegian_elkhound
431                           malinois
432                           Pembroke
433                            hamster
434                 American_alligator
435                       mosquito_net
436                           sea_lion
437                        Boston_bull
438                 Labrador_retriever
439                           Shih-Tzu
440                           malinois
441                         Pomeranian
442                           goldfish
443                               chow
444                             basset
445                        groenendael
446                 American_alligator
447                         Eskimo_dog
448                               nail
449                         schipperke
450                black-footed_ferret
451                  Shetland_sheepdog
452                            redbone
453                         promontory
454                         Arctic_fox
455                             sarong
456                     French_bulldog
457                            hamster
458                         toy_poodle
459           Chesapeake_Bay_retriever
460                       Afghan_hound
461                           Cardigan
462                     cocker_spaniel
463                           Doberman
464                         Pomeranian
465                       space_heater
466                   golden_retriever
467                               chow
468                     English_setter
469                   Brittany_spaniel
470                              quill
471                         rotisserie
472                         Great_Dane
473                           Cardigan
474                 Labrador_retriever
475                    Tibetan_mastiff
476                            mailbox
477                    standard_poodle
478                           Cardigan
479                             Saluki
480                   golden_retriever
481                           ice_bear
482        West_Highland_white_terrier
483                   golden_retriever
484                           terrapin
485                          seat_belt
486                 miniature_pinscher
487                             bakery
488                        groenendael
489                   golden_retriever
490                           Cardigan
491                         schipperke
492             Welsh_springer_spaniel
493          Staffordshire_bullterrier
494                miniature_schnauzer
495                             kuvasz
496        West_Highland_white_terrier
497                             basset
498                             beagle
499                               chow
500                        Boston_bull
501                   golden_retriever
502             Welsh_springer_spaniel
503                               hare
504               Old_English_sheepdog
505                            whippet
506                           malinois
507                              boxer
508                             sandal
509                    Norfolk_terrier
510                    standard_poodle
511                  Italian_greyhound
512                         guinea_pig
513                         leafhopper
514                          Chihuahua
515                         toy_poodle
516                     cocker_spaniel
517                         toy_poodle
518                             borzoi
519                 Norwegian_elkhound
520                           ice_bear
521                  Yorkshire_terrier
522                        Boston_bull
523                     French_bulldog
524                         Great_Dane
525                            doormat
526                           Doberman
527                         Pomeranian
528                         dishwasher
529                         Pomeranian
530                             barrel
531                             kuvasz
532                      water_buffalo
533                         guinea_pig
534                 Norwegian_elkhound
535                            polecat
536                   golden_retriever
537                            macaque
538                      Saint_Bernard
539                             beagle
540                     Siberian_husky
541                           Shih-Tzu
542                        tennis_ball
543                             collie
544                           Pekinese
545                   Japanese_spaniel
546                             kelpie
547                              boxer
548                           Airedale
549                 Norwegian_elkhound
550          Staffordshire_bullterrier
551                           Shih-Tzu
552             Welsh_springer_spaniel
553                      folding_chair
554                  Italian_greyhound
555                        trench_coat
556                             Angora
557                         sunglasses
558                              Lhasa
559                              junco
560                               crib
561                             kuvasz
562                          dalmatian
563                           Doberman
564                  Yorkshire_terrier
565                              Lhasa
566                   golden_retriever
567                     cocker_spaniel
568                         snowmobile
569                             kelpie
570                           Cardigan
571                 Bedlington_terrier
572                 Labrador_retriever
573                         toy_poodle
574                         Rottweiler
575              flat-coated_retriever
576                          streetcar
577                         sunglasses
578                      Border_collie
579                 Australian_terrier
580                      window_screen
581                         toy_poodle
582                      silky_terrier
583                             beagle
584           Chesapeake_Bay_retriever
585                     Siberian_husky
586                          bannister
587                         schipperke
588                             beagle
589                    Irish_wolfhound
590                         hair_slide
591                       bull_mastiff
592                   miniature_poodle
593                         toy_poodle
594                            meerkat
595                black-footed_ferret
596                             cannon
597                             jaguar
598                        Boston_bull
599        West_Highland_white_terrier
600                          Chihuahua
601                       bull_mastiff
602                          dalmatian
603                     Border_terrier
604                                ram
605         Greater_Swiss_Mountain_dog
606                                hay
607                     Great_Pyrenees
608                           Shih-Tzu
609                              apron
610                               chow
611                     French_bulldog
612        West_Highland_white_terrier
613                         toy_poodle
614                 miniature_pinscher
615                               mask
616             Welsh_springer_spaniel
617                              cloak
618                                hen
619                           radiator
620        West_Highland_white_terrier
621                            Samoyed
622                             muzzle
623                            bathtub
624                          Chihuahua
625                                hog
626                 Labrador_retriever
627                  Shetland_sheepdog
628                             collie
629                   golden_retriever
630                     Siberian_husky
631        West_Highland_white_terrier
632                        feather_boa
633                            whippet
634                           keeshond
635                     cocker_spaniel
636                              rifle
637                   miniature_poodle
638                           Pekinese
639                           Shih-Tzu
640                        tailed_frog
641                         Eskimo_dog
642                 Labrador_retriever
643                    German_shepherd
644                 Labrador_retriever
645                   miniature_poodle
646                               chow
647                              teddy
648                   miniature_poodle
649                            doormat
650                   golden_retriever
651                         chimpanzee
652                        groenendael
653                            doormat
654                        Siamese_cat
655                         loggerhead
656                         Eskimo_dog
657                   Lakeland_terrier
658              flat-coated_retriever
659                             paddle
660                              koala
661                  Italian_greyhound
662                           Cardigan
663                           Cardigan
664                              torch
665                   English_springer
666                             orange
667                          Chihuahua
668                       bull_mastiff
669                         Eskimo_dog
670                             kuvasz
671        soft-coated_wheaten_terrier
672                               chow
673                           Cardigan
674                        Boston_bull
675        soft-coated_wheaten_terrier
676                            whippet
677                               chow
678                      Irish_terrier
679                           Cardigan
680                 Labrador_retriever
681                     Siberian_husky
682                         toy_poodle
683                   Mexican_hairless
684                              teddy
685                  Shetland_sheepdog
686        German_short-haired_pointer
687                      Arabian_camel
688                    German_shepherd
689     American_Staffordshire_terrier
690                        toy_terrier
691                                ram
692                     cocker_spaniel
693                            Samoyed
694                black-footed_ferret
695           Chesapeake_Bay_retriever
696                         Pomeranian
697                        Siamese_cat
698                              llama
699                     English_setter
700                    Norfolk_terrier
701                            spindle
702                           Cardigan
703                               chow
704                   golden_retriever
705                             collie
706                        triceratops
707                        Appenzeller
708                              stove
709                 Norwegian_elkhound
710                  Shetland_sheepdog
711                         Pomeranian
712                     French_bulldog
713                 Labrador_retriever
714                              dingo
715                       oscilloscope
716                           Airedale
717                        tennis_ball
718                            doormat
719                             briard
720                        toy_terrier
721                         Eskimo_dog
722                        common_newt
723                            redbone
724                    Irish_wolfhound
725                           keeshond
726                       bull_mastiff
727                           Leonberg
728                      silky_terrier
729                       Ibizan_hound
730                 miniature_pinscher
731                     cocker_spaniel
732                       Newfoundland
733                             hotdog
734                     medicine_chest
735           Chesapeake_Bay_retriever
736                              quail
737                            whippet
738                          seat_belt
739                          Chihuahua
740                         Great_Dane
741                        Maltese_dog
742                              boxer
743                             Angora
744                     English_setter
745                 miniature_pinscher
746                     French_bulldog
747                        toy_terrier
748                              boxer
749        soft-coated_wheaten_terrier
750                           Pekinese
751                 Norwegian_elkhound
752                          Chihuahua
753                         horse_cart
754                        four-poster
755                     cocker_spaniel
756                           Cardigan
757                   Blenheim_spaniel
758          Staffordshire_bullterrier
759                    German_shepherd
760                              skunk
761                         guinea_pig
762                          Chihuahua
763                               pier
764                            red_fox
765                           papillon
766                   golden_retriever
767           Chesapeake_Bay_retriever
768     American_Staffordshire_terrier
769                      affenpinscher
770                      assault_rifle
771                           Cardigan
772                     Siberian_husky
773                     cocker_spaniel
774                      mashed_potato
775                              koala
776                            whippet
777                  Shetland_sheepdog
778                    Tibetan_terrier
779                  Shetland_sheepdog
780                 Labrador_retriever
781                   English_springer
782                     Great_Pyrenees
783                     Siberian_husky
784                             weasel
785                              moped
786                     French_bulldog
787                 Labrador_retriever
788                           papillon
789                              koala
790                              hyena
791                           radiator
792                   golden_retriever
793                 Labrador_retriever
794                             muzzle
795                           seashore
796                 Labrador_retriever
797                                tub
798                              llama
799                    German_shepherd
800                      Irish_terrier
801                      Border_collie
802                             collie
803            black-and-tan_coonhound
804                              teddy
805                              boxer
806                         sports_car
807                     cocker_spaniel
808                              teddy
809                              swing
810                           malamute
811                               mink
812                         Eskimo_dog
813                     French_bulldog
814                 Labrador_retriever
815                     Siberian_husky
816                         Arctic_fox
817                           bluetick
818                     cocker_spaniel
819                           Doberman
820                   English_springer
821                         neck_brace
822             Welsh_springer_spaniel
823                              Lhasa
824           Chesapeake_Bay_retriever
825                 Labrador_retriever
826                       bull_mastiff
827                        Siamese_cat
828                           grey_fox
829                     Siberian_husky
830                     French_bulldog
831                           bluetick
832                            doormat
833                 Norwegian_elkhound
834                           Cardigan
835                           Pekinese
836                         toy_poodle
837                       bull_mastiff
838                  Yorkshire_terrier
839                         Pomeranian
840                           mongoose
841                           fur_coat
842                                pug
843                         sunglasses
844                    Tibetan_terrier
845                          Chihuahua
846                              Lhasa
847                       bull_mastiff
848                           Cardigan
849                         otterhound
850                   Lakeland_terrier
851                         Arctic_fox
852                               chow
853                       Walker_hound
854                     Scotch_terrier
855           Chesapeake_Bay_retriever
856                         toy_poodle
857                            spatula
858                   golden_retriever
859                             beagle
860                           Pembroke
861                        Siamese_cat
862                           malinois
863                              boxer
864                   miniature_poodle
865                   golden_retriever
866                 Christmas_stocking
867                            whippet
868                             collie
869                           Shih-Tzu
870                        paper_towel
871         Greater_Swiss_Mountain_dog
872                           Cardigan
873                        Boston_bull
874                           malinois
875     American_Staffordshire_terrier
876                             basset
877                      Saint_Bernard
878                           Pekinese
879                        Boston_bull
880                             kuvasz
881             Welsh_springer_spaniel
882                              shoji
883                           bluetick
884                            redbone
885                      Irish_terrier
886                            toyshop
887                           Pekinese
888           Chesapeake_Bay_retriever
889                       banded_gecko
890                            doormat
891                          Chihuahua
892                           malamute
893                     French_bulldog
894                             kuvasz
895                           Cardigan
896                           sea_lion
897               Old_English_sheepdog
898                    German_shepherd
899                         toy_poodle
900                       Irish_setter
901                         schipperke
902                        Maltese_dog
903                            peacock
904                   crossword_puzzle
905                  Italian_greyhound
906                           Pembroke
907                         Pomeranian
908                 Norwegian_elkhound
909          Staffordshire_bullterrier
910                            Samoyed
911                          tree_frog
912                            redbone
913                     Great_Pyrenees
914                         schipperke
915                           Pembroke
916                           Cardigan
917                      silky_terrier
918                           Pembroke
919          Staffordshire_bullterrier
920                   miniature_poodle
921                             weasel
922                               chow
923                     French_bulldog
924                     Scotch_terrier
925                           Shih-Tzu
926                             badger
927                     Sussex_spaniel
928           Chesapeake_Bay_retriever
929                             wombat
930                            doormat
931                  Shetland_sheepdog
932                           fur_coat
933                             collie
934                    standard_poodle
935                          turnstile
936                       sleeping_bag
937                            basenji
938                      window_screen
939         Greater_Swiss_Mountain_dog
940           Chesapeake_Bay_retriever
941                             kuvasz
942                               mink
943                        feather_boa
944                           Cardigan
945                         Pomeranian
946                        Siamese_cat
947                          Chihuahua
948                            hamster
949                 Labrador_retriever
950                              teddy
951        soft-coated_wheaten_terrier
952                      Irish_terrier
953                               chow
954           Chesapeake_Bay_retriever
955                        toy_terrier
956                              quilt
957                             kuvasz
958                 Labrador_retriever
959                  Italian_greyhound
960                 Labrador_retriever
961                      Border_collie
962                 Labrador_retriever
963     American_Staffordshire_terrier
964                             kuvasz
965                           Pekinese
966                       bull_mastiff
967                          Chihuahua
968                         Rottweiler
969                 Labrador_retriever
970                           Pembroke
971                              quilt
972                          Chihuahua
973                   miniature_poodle
974                                hog
975                  Italian_greyhound
976                   golden_retriever
977                              llama
978                     Great_Pyrenees
979                           Shih-Tzu
980                  Shetland_sheepdog
981                         bloodhound
982                  Italian_greyhound
983                           Airedale
984                             kuvasz
985                     cocker_spaniel
986                                tub
987                  Italian_greyhound
988                        toy_terrier
989                   miniature_poodle
990                       Gila_monster
991           Chesapeake_Bay_retriever
992     American_Staffordshire_terrier
993                    Norfolk_terrier
994                          Chihuahua
995                             basset
996                            basenji
997                     French_bulldog
998                        toy_terrier
999                              Lhasa
1000       German_short-haired_pointer
1001                           Samoyed
1002                Labrador_retriever
1003                       giant_panda
1004                            kelpie
1005                        Rottweiler
1006                        Eskimo_dog
1007           wire-haired_fox_terrier
1008                 Italian_greyhound
1009                        Pomeranian
1010                            collie
1011                    Dandie_Dinmont
1012                      Newfoundland
1013                            kuvasz
1014                   Tibetan_mastiff
1015                        Pomeranian
1016                      handkerchief
1017                          Cardigan
1018                  miniature_poodle
1019                          papillon
1020                          sombrero
1021                   German_shepherd
1022           wire-haired_fox_terrier
1023                             Lhasa
1024                          Cardigan
1025                    Dandie_Dinmont
1026                          Cardigan
1027                          Pembroke
1028                        Eskimo_dog
1029                       Boston_bull
1030                        loggerhead
1031                          Cardigan
1032                     Arabian_camel
1033                   Indian_elephant
1034                      Ibizan_hound
1035                  miniature_poodle
1036                        coffee_mug
1037                            kuvasz
1038                            gibbon
1039                   Tibetan_terrier
1040                             llama
1041                           whippet
1042                    Great_Pyrenees
1043                  golden_retriever
1044                            kuvasz
1045                            carton
1046                          malamute
1047                           basenji
1048                           Samoyed
1049                  English_springer
1050                    cocker_spaniel
1051                        Eskimo_dog
1052                  golden_retriever
1053                        bloodhound
1054                Bedlington_terrier
1055          Chesapeake_Bay_retriever
1056                Labrador_retriever
1057                            weasel
1058                           Samoyed
1059                            beagle
1060                         Chihuahua
1061                            beagle
1062                 Italian_greyhound
1063       soft-coated_wheaten_terrier
1064                             screw
1065                Labrador_retriever
1066                               pug
1067                  miniature_poodle
1068                    French_bulldog
1069                              chow
1070                     silky_terrier
1071                          malamute
1072                         seat_belt
1073                          Leonberg
1074                        Eskimo_dog
1075                Labrador_retriever
1076                 Italian_greyhound
1077                Labrador_retriever
1078                           minibus
1079                  English_springer
1080                    Siberian_husky
1081                            carton
1082                           hatchet
1083                       Boston_bull
1084       West_Highland_white_terrier
1085       German_short-haired_pointer
1086                          Pekinese
1087                          Cardigan
1088                     Saint_Bernard
1089                  miniature_poodle
1090                            borzoi
1091       soft-coated_wheaten_terrier
1092                    Siberian_husky
1093                      window_shade
1094                    cocker_spaniel
1095                        Eskimo_dog
1096                           redbone
1097                        lawn_mower
1098                          Cardigan
1099           black-and-tan_coonhound
1100                       groenendael
1101                             dingo
1102                         washbasin
1103                         Chihuahua
1104                  golden_retriever
1105        Greater_Swiss_Mountain_dog
1106                            badger
1107                Labrador_retriever
1108                              chow
1109                        Pomeranian
1110                               pug
1111                      bull_mastiff
1112                            collie
1113                    cocker_spaniel
1114                          bluetick
1115                    Great_Pyrenees
1116                      bull_mastiff
1117                           Samoyed
1118                  miniature_poodle
1119                    cocker_spaniel
1120                    Border_terrier
1121                     Irish_terrier
1122                        toy_poodle
1123                        Great_Dane
1124                              sock
1125                  miniature_poodle
1126                         Chihuahua
1127                            kuvasz
1128                            collie
1129                  golden_retriever
1130                        Pomeranian
1131                       groenendael
1132                    Great_Pyrenees
1133                     Saint_Bernard
1134                      studio_couch
1135                            collie
1136                          Cardigan
1137                        toy_poodle
1138                            prison
1139                          Doberman
1140                     Arabian_camel
1141                             patio
1142                     china_cabinet
1143                        chain_mail
1144                Norwegian_elkhound
1145                    Siberian_husky
1146                Labrador_retriever
1147                              mink
1148                        breakwater
1149                          Cardigan
1150                     Border_collie
1151                            basset
1152    American_Staffordshire_terrier
1153                           Samoyed
1154         Staffordshire_bullterrier
1155                Labrador_retriever
1156                            beaver
1157                 computer_keyboard
1158                          Shih-Tzu
1159                      Walker_hound
1160                        Eskimo_dog
1161                              chow
1162                       feather_boa
1163                            beagle
1164                    French_bulldog
1165                       four-poster
1166                             goose
1167                         seat_belt
1168                        toy_poodle
1169                Labrador_retriever
1170       West_Highland_white_terrier
1171                        toy_poodle
1172                       groenendael
1173                          lakeside
1174                        solar_dish
1175                        Pomeranian
1176                          Cardigan
1177                Norwegian_elkhound
1178               Rhodesian_ridgeback
1179                               tub
1180                Norwegian_elkhound
1181                   standard_poodle
1182                  Blenheim_spaniel
1183                            gibbon
1184                  golden_retriever
1185                              swab
1186                    Siberian_husky
1187                  English_foxhound
1188                  golden_retriever
1189                    cocker_spaniel
1190                        table_lamp
1191                            beagle
1192                               wig
1193                Labrador_retriever
1194                            kuvasz
1195                       Windsor_tie
1196                            kuvasz
1197                Norwegian_elkhound
1198                             swing
1199                            Angora
1200                           Samoyed
1201                Labrador_retriever
1202                               pug
1203                           redbone
1204             flat-coated_retriever
1205                    French_bulldog
1206                    French_bulldog
1207                      punching_bag
1208                     Border_collie
1209                 Brabancon_griffon
1210                        comic_book
1211                          sunglass
1212          Chesapeake_Bay_retriever
1213       soft-coated_wheaten_terrier
1214                    Siberian_husky
1215                               tub
1216                   standard_poodle
1217                               hog
1218    American_Staffordshire_terrier
1219                        Great_Dane
1220               Rhodesian_ridgeback
1221                          ice_bear
1222                        Pomeranian
1223                           Samoyed
1224                  golden_retriever
1225                          Shih-Tzu
1226                            collie
1227                 great_white_shark
1228                  golden_retriever
1229                            basset
1230                              chow
1231                          Shih-Tzu
1232                            collie
1233                        Pomeranian
1234                          malinois
1235                  Lakeland_terrier
1236                Labrador_retriever
1237                        guinea_pig
1238                       timber_wolf
1239                            beagle
1240                          fountain
1241                  golden_retriever
1242                            dugong
1243                            marmot
1244                        barbershop
1245                          malinois
1246                             dingo
1247                        Weimaraner
1248                         Chihuahua
1249                          papillon
1250                           Samoyed
1251                        Eskimo_dog
1252                     Irish_terrier
1253                            shovel
1254                            collie
1255                           whippet
1256                        toy_poodle
1257                         seat_belt
1258                              plow
1259                          Cardigan
1260                 great_white_shark
1261           wire-haired_fox_terrier
1262                          bluetick
1263       West_Highland_white_terrier
1264                 Brabancon_griffon
1265                  Lakeland_terrier
1266                              chow
1267            curly-coated_retriever
1268                 Shetland_sheepdog
1269                         Chihuahua
1270                        sunglasses
1271       West_Highland_white_terrier
1272                       Boston_bull
1273                             teddy
1274                       Maltese_dog
1275                            borzoi
1276                          malinois
1277                             teddy
1278                             llama
1279                             Lhasa
1280                  miniature_poodle
1281                       Boston_bull
1282                            collie
1283                Labrador_retriever
1284                      lesser_panda
1285                          Cardigan
1286                  miniature_poodle
1287          Chesapeake_Bay_retriever
1288          Chesapeake_Bay_retriever
1289       German_short-haired_pointer
1290                      Afghan_hound
1291                  golden_retriever
1292                      studio_couch
1293                  miniature_poodle
1294                        Pomeranian
1295                             teddy
1296                   German_shepherd
1297                  golden_retriever
1298                   standard_poodle
1299                Labrador_retriever
1300                    English_setter
1301                        Eskimo_dog
1302                          malinois
1303                          Cardigan
1304                           monitor
1305                            crutch
1306                 Italian_greyhound
1307                          lakeside
1308                       toy_terrier
1309                       Boston_bull
1310                   Norfolk_terrier
1311                            basset
1312                           bathtub
1313                      cash_machine
1314                Labrador_retriever
1315                      bull_mastiff
1316                  golden_retriever
1317                           printer
1318                       Maltese_dog
1319                     Irish_terrier
1320                    French_bulldog
1321                    cocker_spaniel
1322                           volcano
1323                            kelpie
1324                    cocker_spaniel
1325                Labrador_retriever
1326                           whippet
1327          Chesapeake_Bay_retriever
1328                  golden_retriever
1329                            wallet
1330                            wallet
1331                            beagle
1332                Labrador_retriever
1333                        schipperke
1334              Old_English_sheepdog
1335                          Cardigan
1336                          Cardigan
1337                            laptop
1338                         Chihuahua
1339                          Cardigan
1340                Labrador_retriever
1341                            vizsla
1342              Old_English_sheepdog
1343                       bathing_cap
1344                            kelpie
1345                            briard
1346                  golden_retriever
1347                Bedlington_terrier
1348          Chesapeake_Bay_retriever
1349                  golden_retriever
1350                Labrador_retriever
1351                            vizsla
1352                         seat_belt
1353                     confectionery
1354                               dam
1355                             Lhasa
1356                          malamute
1357                      killer_whale
1358                Labrador_retriever
1359                    cocker_spaniel
1360                    Sussex_spaniel
1361                    French_bulldog
1362                           Samoyed
1363                          malinois
1364                   Indian_elephant
1365                            Saluki
1366                          sea_lion
1367                             canoe
1368                Labrador_retriever
1369          Chesapeake_Bay_retriever
1370                      cash_machine
1371                    Madagascar_cat
1372                   Tibetan_mastiff
1373                   standard_poodle
1374                   German_shepherd
1375                          ice_bear
1376                        toy_poodle
1377                              jean
1378                          malinois
1379                       Appenzeller
1380                           whippet
1381                Labrador_retriever
1382                          Cardigan
1383                      Walker_hound
1384                Labrador_retriever
1385                            basset
1386                            beagle
1387                  miniature_poodle
1388                  miniature_poodle
1389                        Pomeranian
1390                            vizsla
1391                            basset
1392                  miniature_poodle
1393                         boathouse
1394                  golden_retriever
1395                          fountain
1396                             cliff
1397                               ram
1398          Chesapeake_Bay_retriever
1399                  golden_retriever
1400                 Italian_greyhound
1401                 Brabancon_griffon
1402                  golden_retriever
1403                          Pekinese
1404                            muzzle
1405                         Chihuahua
1406    American_Staffordshire_terrier
1407                Labrador_retriever
1408                  Mexican_hairless
1409                           maillot
1410                             skunk
1411                  golden_retriever
1412        Greater_Swiss_Mountain_dog
1413                              iPod
1414                           doormat
1415                               pug
1416                  golden_retriever
1417                        Pomeranian
1418                     Border_collie
1419                  golden_retriever
1420                            collie
1421                          Cardigan
1422                       toy_terrier
1423                            beagle
1424                      Irish_setter
1425                         Chihuahua
1426                     Border_collie
1427                           whippet
1428                      Walker_hound
1429                Norwegian_elkhound
1430                          Shih-Tzu
1431                miniature_pinscher
1432                Labrador_retriever
1433          Chesapeake_Bay_retriever
1434                       Maltese_dog
1435                 Yorkshire_terrier
1436                           Samoyed
1437                          fur_coat
1438                    Siberian_husky
1439                           basenji
1440                  miniature_poodle
1441                  golden_retriever
1442                         Chihuahua
1443                hand-held_computer
1444                                ox
1445                        bath_towel
1446                Labrador_retriever
1447                               pug
1448                       black_widow
1449           black-and-tan_coonhound
1450                        Pomeranian
1451          Chesapeake_Bay_retriever
1452                  miniature_poodle
1453                         dalmatian
1454                  Mexican_hairless
1455                   Norwich_terrier
1456                Labrador_retriever
1457                  golden_retriever
1458                            basset
1459                    cocker_spaniel
1460                          malinois
1461                               pug
1462                            borzoi
1463                           doormat
1464                          Cardigan
1465                     Irish_terrier
1466                          malinois
1467                             boxer
1468                Labrador_retriever
1469                       toy_terrier
1470       soft-coated_wheaten_terrier
1471                      cash_machine
1472                    cocker_spaniel
1473                          mongoose
1474                   German_shepherd
1475                    French_bulldog
1476                 Brabancon_griffon
1477                Labrador_retriever
1478                          Cardigan
1479                        Eskimo_dog
1480                    Sussex_spaniel
1481                          necklace
1482                            collie
1483                 Italian_greyhound
1484          Chesapeake_Bay_retriever
1485                  golden_retriever
1486                      dining_table
1487                    cocker_spaniel
1488       soft-coated_wheaten_terrier
1489                   Tibetan_mastiff
1490                  golden_retriever
1491                        otterhound
1492                  golden_retriever
1493                          Airedale
1494                 Shetland_sheepdog
1495                          Pembroke
1496                             cairn
1497                miniature_pinscher
1498                  golden_retriever
1499                  golden_retriever
1500                       Siamese_cat
1501                        toy_poodle
1502                        Eskimo_dog
1503                        binoculars
1504                        Eskimo_dog
1505                            cradle
1506           black-and-tan_coonhound
1507                        sea_urchin
1508                  golden_retriever
1509                        toy_poodle
1510                    cocker_spaniel
1511                        schipperke
1512                Labrador_retriever
1513                          Cardigan
1514                          keeshond
1515                       Persian_cat
1516                            Saluki
1517                  golden_retriever
1518                       toy_terrier
1519                          malinois
1520                    French_bulldog
1521                           minivan
1522                    Sussex_spaniel
1523                        Pomeranian
1524                        Pomeranian
1525                Labrador_retriever
1526                  golden_retriever
1527                      oscilloscope
1528                          Pekinese
1529                    Siberian_husky
1530                            kelpie
1531                            beagle
1532                            cougar
1533                           bathtub
1534                        Great_Dane
1535                          Cardigan
1536                          malinois
1537                       EntleBucher
1538                           bathtub
1539                  golden_retriever
1540             flat-coated_retriever
1541                              jean
1542                       toy_terrier
1543                          Cardigan
1544                Labrador_retriever
1545                              swab
1546                      Irish_setter
1547                     silky_terrier
1548                        basketball
1549                           lighter
1550                  golden_retriever
1551                        saltshaker
1552                          bluetick
1553                Labrador_retriever
1554                     Irish_terrier
1555                  golden_retriever
1556                    French_bulldog
1557                  Lakeland_terrier
1558                Labrador_retriever
1559                      Walker_hound
1560                        Eskimo_dog
1561                            borzoi
1562                Labrador_retriever
1563                         Chihuahua
1564                Labrador_retriever
1565                Bedlington_terrier
1566                  golden_retriever
1567                          fountain
1568                          malamute
1569                  golden_retriever
1570                        bath_towel
1571                            kelpie
1572                         harvester
1573                Labrador_retriever
1574          Chesapeake_Bay_retriever
1575                Labrador_retriever
1576                   Tibetan_mastiff
1577                          Pembroke
1578                Labrador_retriever
1579                Labrador_retriever
1580                        Pomeranian
1581                         seat_belt
1582         Staffordshire_bullterrier
1583                       Boston_bull
1584                     Border_collie
1585                          Cardigan
1586                         Chihuahua
1587                          Shih-Tzu
1588                            collie
1589                Labrador_retriever
1590                  Brittany_spaniel
1591                           hamster
1592                            bakery
1593                          Pembroke
1594                            carton
1595                             cairn
1596                        Eskimo_dog
1597                   Norwich_terrier
1598                    Siberian_husky
1599                           redbone
1600                            collie
1601                  golden_retriever
1602                      punching_bag
1603                            kuvasz
1604                          Pembroke
1605                       black_widow
1606                          ice_bear
1607                          Cardigan
1608                  miniature_poodle
1609                    English_setter
1610                    Dandie_Dinmont
1611                       beach_wagon
1612                          Cardigan
1613    American_Staffordshire_terrier
1614                    Siberian_husky
1615                       toy_terrier
1616                            beagle
1617                        television
1618                Labrador_retriever
1619                  golden_retriever
1620                  golden_retriever
1621                              chow
1622              entertainment_center
1623                  golden_retriever
1624                     Irish_terrier
1625                           redbone
1626                          envelope
1627                        binoculars
1628                   German_shepherd
1629               Rhodesian_ridgeback
1630                            barrel
1631                   German_shepherd
1632    American_Staffordshire_terrier
1633                          keeshond
1634                  golden_retriever
1635                        Pomeranian
1636                 Shetland_sheepdog
1637                  Brittany_spaniel
1638                       house_finch
1639                      Irish_setter
1640                  golden_retriever
1641                        Pomeranian
1642                    cocker_spaniel
1643         Staffordshire_bullterrier
1644                Labrador_retriever
1645                    Dandie_Dinmont
1646                    cocker_spaniel
1647                        toy_poodle
1648                miniature_pinscher
1649                        bloodhound
1650                           Samoyed
1651                          Cardigan
1652                  golden_retriever
1653                        toy_poodle
1654    American_Staffordshire_terrier
1655                        Eskimo_dog
1656                    Siberian_husky
1657                Labrador_retriever
1658                   Tibetan_mastiff
1659                          Cardigan
1660                          Pembroke
1661                Labrador_retriever
1662                    French_bulldog
1663                    cocker_spaniel
1664                            pillow
1665                          web_site
1666                  golden_retriever
1667                             boxer
1668                Labrador_retriever
1669                          Pembroke
1670                            kelpie
1671                       Boston_bull
1672                          Pembroke
1673                           whippet
1674                      Ibizan_hound
1675                          Pembroke
1676                  golden_retriever
1677                Labrador_retriever
1678                  golden_retriever
1679                        Pomeranian
1680                    Siberian_husky
1681                       Boston_bull
1682                        Eskimo_dog
1683                        Great_Dane
1684                Labrador_retriever
1685                        toy_poodle
1686                            kuvasz
1687                             boxer
1688                           toyshop
1689                Norwegian_elkhound
1690                          Cardigan
1691                   Tibetan_terrier
1692                miniature_pinscher
1693                     Border_collie
1694                           Samoyed
1695                            kuvasz
1696                          envelope
1697                        Pomeranian
1698                          Pembroke
1699                  golden_retriever
1700                    French_bulldog
1701                      Afghan_hound
1702                      Irish_setter
1703                   Tibetan_terrier
1704           black-and-tan_coonhound
1705                           Samoyed
1706                    French_bulldog
1707             flat-coated_retriever
1708                  golden_retriever
1709                Labrador_retriever
1710                        toy_poodle
1711            Welsh_springer_spaniel
1712          Chesapeake_Bay_retriever
1713                    Border_terrier
1714                            beagle
1715                        toy_poodle
1716                            palace
1717                            palace
1718                        toy_poodle
1719                   German_shepherd
1720           black-and-tan_coonhound
1721                           basenji
1722                       toilet_seat
1723                    shower_curtain
1724         Staffordshire_bullterrier
1725                               cab
1726           black-and-tan_coonhound
1727                            kuvasz
1728                            kuvasz
1729                          Pekinese
1730                          Airedale
1731                          papillon
1732                          malinois
1733                            vizsla
1734           black-and-tan_coonhound
1735                Labrador_retriever
1736                          Cardigan
1737                    cocker_spaniel
1738                        Pomeranian
1739                           Samoyed
1740                          malamute
1741                   Norfolk_terrier
1742                          malamute
1743                         Chihuahua
1744                Labrador_retriever
1745                               tub
1746                        Pomeranian
1747                         Chihuahua
1748                   German_shepherd
1749                           snorkel
1750            curly-coated_retriever
1751                     jigsaw_puzzle
1752                          Cardigan
1753                  golden_retriever
1754                          malinois
1755                         harvester
1756                    Siberian_husky
1757                        Pomeranian
1758                   Tibetan_mastiff
1759                  golden_retriever
1760                   shopping_basket
1761                  golden_retriever
1762                  golden_retriever
1763                               pug
1764                   Tibetan_mastiff
1765                       Siamese_cat
1766                  golden_retriever
1767                Labrador_retriever
1768    American_Staffordshire_terrier
1769                        toy_poodle
1770                  golden_retriever
1771                     Border_collie
1772                   Tibetan_mastiff
1773         Staffordshire_bullterrier
1774                     window_screen
1775                        Eskimo_dog
1776         Staffordshire_bullterrier
1777                Labrador_retriever
1778          Chesapeake_Bay_retriever
1779                        toy_poodle
1780          Chesapeake_Bay_retriever
1781                  Mexican_hairless
1782          Chesapeake_Bay_retriever
1783                         dalmatian
1784                    cocker_spaniel
1785    American_Staffordshire_terrier
1786                  golden_retriever
1787                          Pekinese
1788         Staffordshire_bullterrier
1789                Labrador_retriever
1790                        Pomeranian
1791                         seat_belt
1792                  golden_retriever
1793                  Brittany_spaniel
1794                            kelpie
1795       soft-coated_wheaten_terrier
1796                   Tibetan_terrier
1797                          Pembroke
1798                    Siberian_husky
1799                          Cardigan
1800                        Great_Dane
1801                            marmot
1802                      Ibizan_hound
1803                         Chihuahua
1804                            borzoi
1805                          ice_bear
1806       German_short-haired_pointer
1807                 Brabancon_griffon
1808                    Siberian_husky
1809         Staffordshire_bullterrier
1810                        sweatshirt
1811                    French_bulldog
1812                            kelpie
1813                    cocker_spaniel
1814                       Maltese_dog
1815                            kelpie
1816                    Great_Pyrenees
1817                      sleeping_bag
1818                             bison
1819                          Pekinese
1820                           whippet
1821                  golden_retriever
1822                Norwegian_elkhound
1823       soft-coated_wheaten_terrier
1824    American_Staffordshire_terrier
1825                            collie
1826          Chesapeake_Bay_retriever
1827                    Border_terrier
1828                            muzzle
1829                        white_wolf
1830                          ice_bear
1831                      sliding_door
1832                            jaguar
1833                     academic_gown
1834                   shopping_basket
1835                        cowboy_hat
1836                        Eskimo_dog
1837         Staffordshire_bullterrier
1838                          keeshond
1839                        can_opener
1840                Labrador_retriever
1841                         seat_belt
1842                            kuvasz
1843                           doormat
1844                           monitor
1845                 Brabancon_griffon
1846                      Newfoundland
1847                           monitor
1848                   Norwich_terrier
1849    American_Staffordshire_terrier
1850                Labrador_retriever
1851                               cup
1852                    cocker_spaniel
1853                              rule
1854                  Blenheim_spaniel
1855                            Saluki
1856                Labrador_retriever
1857                           bow_tie
1858                           Samoyed
1859                      Newfoundland
1860                       soccer_ball
1861                          Cardigan
1862                            bucket
1863                  golden_retriever
1864                        Pomeranian
1865                          Cardigan
1866                  golden_retriever
1867                  golden_retriever
1868          Chesapeake_Bay_retriever
1869                        dishwasher
1870                  golden_retriever
1871                  golden_retriever
1872                            racket
1873                Labrador_retriever
1874                       Maltese_dog
1875                       groenendael
1876                              chow
1877                Labrador_retriever
1878             flat-coated_retriever
1879                          Leonberg
1880                          papillon
1881    American_Staffordshire_terrier
1882    American_Staffordshire_terrier
1883                     Irish_terrier
1884                       Boston_bull
1885        Greater_Swiss_Mountain_dog
1886                              mink
1887                               cup
1888                      Ibizan_hound
1889                    Siberian_husky
1890                      Newfoundland
1891               American_black_bear
1892                            prison
1893                  crossword_puzzle
1894                       toy_terrier
1895                            collie
1896                            kelpie
1897                       Maltese_dog
1898                      bull_mastiff
1899                         seat_belt
1900                              menu
1901                         Chihuahua
1902                             purse
1903    American_Staffordshire_terrier
1904              Bernese_mountain_dog
1905                        dishwasher
1906                          dumbbell
1907                 Brabancon_griffon
1908                        otterhound
1909               Rhodesian_ridgeback
1910                       beach_wagon
1911                          malinois
1912                         Chihuahua
1913                            collie
1914                          Doberman
1915                          Cardigan
1916                        toy_poodle
1917                          Cardigan
1918                          Pekinese
1919                Labrador_retriever
1920                 Italian_greyhound
1921                   Tibetan_terrier
1922                       Siamese_cat
1923                Labrador_retriever
1924                        Pomeranian
1925                    Siberian_husky
1926                            beagle
1927                  English_springer
1928                Labrador_retriever
1929                          Cardigan
1930                Labrador_retriever
1931                        projectile
1932                          malamute
1933                      Irish_setter
1934                  golden_retriever
1935         Staffordshire_bullterrier
1936                           gorilla
1937                              dock
1938                        toy_poodle
1939                          Pembroke
1940                      oscilloscope
1941                          Pembroke
1942                       oxygen_mask
1943                          Pembroke
1944                       house_finch
1945                        Pomeranian
1946                      studio_couch
1947                            beagle
1948                     Irish_terrier
1949                               pug
1950                          Airedale
1951                    French_bulldog
1952                          malamute
1953                           meerkat
1954                Labrador_retriever
1955                    French_bulldog
1956                          lakeside
1957                          Cardigan
1958                Labrador_retriever
1959                            kuvasz
1960                        Pomeranian
1961                       Boston_bull
1962                       groenendael
1963                          Pekinese
1964                          papillon
1965                    Siberian_husky
1966                          Cardigan
1967                            kuvasz
1968                 Italian_greyhound
1969                    Great_Pyrenees
1970                    French_bulldog
1971                         Chihuahua
1972                       toy_terrier
1973                          Cardigan
1974                          Cardigan
1975                          envelope
1976                       Appenzeller
1977                    Great_Pyrenees
1978                          Cardigan
1979                           sandbar
1980                           macaque
1981                            briard
1982                  golden_retriever
1983                            collie
1984                               pug
1985             flat-coated_retriever
1986                          Cardigan
1987                    Sussex_spaniel
1988                    French_bulldog
1989          Chesapeake_Bay_retriever
1990                        bloodhound
1991                   Tibetan_mastiff
1992                    French_bulldog
1993                          Pembroke
1994           black-and-tan_coonhound
1995                  miniature_poodle
1996         Staffordshire_bullterrier
1997                    Siberian_husky
1998                          Pembroke
1999          Chesapeake_Bay_retriever
2000                     Saint_Bernard
2001                     Irish_terrier
2002                           redbone
2003                          Cardigan
2004                 Italian_greyhound
2005            Welsh_springer_spaniel
2006                  golden_retriever
2007                Labrador_retriever
2008                       Boston_bull
2009                            collie
2010                           whippet
2011                miniature_pinscher
2012                     window_screen
2013                Labrador_retriever
2014                       Boston_bull
2015                            vizsla
2016                            beagle
2017               Rhodesian_ridgeback
2018                           meerkat
2019                Labrador_retriever
2020                   Norwich_terrier
2021                          umbrella
2022                   Indian_elephant
2023                            Angora
2024                      Afghan_hound
2025          Chesapeake_Bay_retriever
2026                             dhole
2027                Labrador_retriever
2028                         Chihuahua
2029          Chesapeake_Bay_retriever
2030                    Siberian_husky
2031                Labrador_retriever
2032                   Tibetan_mastiff
2033                Labrador_retriever
2034                miniature_pinscher
2035                          malinois
2036                          Cardigan
2037                    French_bulldog
2038                   Norwich_terrier
2039    American_Staffordshire_terrier
2040                    Siberian_husky
2041                         seat_belt
2042                Labrador_retriever
2043                          Shih-Tzu
2044                        shower_cap
2045                         Chihuahua
2046                        sports_car
2047                    Great_Pyrenees
2048                       toy_terrier
2049                        Eskimo_dog
2050                          sea_lion
2051               Rhodesian_ridgeback
2052                         tow_truck
2053                           redbone
2054                               pug
2055               Rhodesian_ridgeback
2056                        Eskimo_dog
2057                Labrador_retriever
2058                   Tibetan_mastiff
2059                            borzoi
2060                Labrador_retriever
2061                             boxer
2062                          Cardigan
2063                Labrador_retriever
2064                        Pomeranian
2065                          Cardigan
2066                      Irish_setter
2067                        Eskimo_dog
2068                     Border_collie
2069                     Irish_terrier
2070                  English_springer
2071                Labrador_retriever
2072                          malamute
2073                          Pekinese
2074                             bagel
Name: p2, dtype: object

print(image_prediction.p3)

0                    Shetland_sheepdog
1                  Rhodesian_ridgeback
2                           bloodhound
3                   miniature_pinscher
4                             Doberman
5           Greater_Swiss_Mountain_dog
6                             terrapin
7                             fur_coat
8                     golden_retriever
9          soft-coated_wheaten_terrier
10                  Labrador_retriever
11                            Pekinese
12                        Ibizan_hound
13                      French_bulldog
14                            malinois
15                      Dandie_Dinmont
16                              borzoi
17                           partridge
18                            bookcase
19                             basenji
20                    miniature_poodle
21                      great_grey_owl
22                         groenendael
23                  Labrador_retriever
24                          Eskimo_dog
25                             hamster
26                              briard
27                            papillon
28               flat-coated_retriever
29                                 gar
30                           Chihuahua
31                            Shih-Tzu
32                          Pomeranian
33                               dingo
34                         power_drill
35                              Saluki
36                  Labrador_retriever
37                      Great_Pyrenees
38         West_Highland_white_terrier
39                              collie
40                          bloodhound
41                      French_bulldog
42                          toy_poodle
43                           Chihuahua
44                              vizsla
45                               acorn
46                        Ibizan_hound
47                     giant_schnauzer
48         West_Highland_white_terrier
49                               teddy
50                       common_iguana
51                                 wig
52                       water_buffalo
53                              coyote
54                           seat_belt
55                              kelpie
56                        space_heater
57                   Brabancon_griffon
58                          Pomeranian
59                          toy_poodle
60                          toy_poodle
61                    miniature_poodle
62                     standard_poodle
63                              beagle
64                 Irish_water_spaniel
65                            bluetick
66                          toy_poodle
67                          Weimaraner
68            Chesapeake_Bay_retriever
69                       toilet_tissue
70             black-and-tan_coonhound
71                          Eskimo_dog
72                              kuvasz
73                  Christmas_stocking
74                              collie
75                    golden_retriever
76             black-and-tan_coonhound
77                              badger
78                                 hen
79           Staffordshire_bullterrier
80                   Yorkshire_terrier
81                    Lakeland_terrier
82                              weasel
83                            ski_mask
84                              beagle
85                    golden_retriever
86                      cocker_spaniel
87            Chesapeake_Bay_retriever
88                  Labrador_retriever
89                      cocker_spaniel
90                  Australian_terrier
91                           Chihuahua
92                               teddy
93                           lampshade
94                        oscilloscope
95                              collie
96                                 ram
97                  Labrador_retriever
98                                jeep
99                            ice_bear
100                       African_grey
101                         Great_Dane
102             curly-coated_retriever
103                  Brabancon_griffon
104                          Chihuahua
105                         Eskimo_dog
106                            doormat
107                  African_chameleon
108                         schipperke
109                             muzzle
110                          Chihuahua
111                         Eskimo_dog
112                        triceratops
113                           terrapin
114                       Newfoundland
115                           Band_Aid
116                             collie
117                        wood_rabbit
118                         white_wolf
119                        giant_panda
120             Welsh_springer_spaniel
121           Chesapeake_Bay_retriever
122                 Labrador_retriever
123                        French_horn
124                           Pekinese
125                        toy_terrier
126                           Pembroke
127                            basenji
128                         toy_poodle
129                           Cardigan
130                             badger
131                         Eskimo_dog
132                           bassinet
133                                pug
134                       Afghan_hound
135     American_Staffordshire_terrier
136                            whippet
137                     English_setter
138                          Chihuahua
139          Staffordshire_bullterrier
140                            panpipe
141                           Pekinese
142                              crane
143                              mouse
144                               titi
145                             Angora
146                        Boston_bull
147                      silky_terrier
148                   Japanese_spaniel
149                                ram
150                      toilet_tissue
151                            sandbar
152                       balance_beam
153                            basenji
154                black-footed_ferret
155                 miniature_pinscher
156                Rhodesian_ridgeback
157                             kuvasz
158                miniature_schnauzer
159                           Cardigan
160                   Blenheim_spaniel
161                         toy_poodle
162        soft-coated_wheaten_terrier
163                            bathtub
164                      Saint_Bernard
165                            redbone
166                           goldfish
167                    Norfolk_terrier
168                              llama
169                          Chihuahua
170                              koala
171                     French_bulldog
172                            basenji
173                             pillow
174                             jersey
175                               chow
176                          Chihuahua
177                            minibus
178                             Saluki
179                            sandbar
180                             kuvasz
181                           malamute
182                   bulletproof_vest
183                               chow
184                           Pekinese
185           Chesapeake_Bay_retriever
186                     cocker_spaniel
187             Welsh_springer_spaniel
188                            redbone
189                   Lakeland_terrier
190                         toy_poodle
191                    standard_poodle
192                 miniature_pinscher
193                        beach_wagon
194                              cairn
195                            plunger
196                         white_wolf
197                           Shih-Tzu
198                 Labrador_retriever
199                            hamster
200                 Labrador_retriever
201                           bookcase
202                           Pekinese
203                        paper_towel
204                  Shetland_sheepdog
205                               wing
206                           papillon
207                Rhodesian_ridgeback
208                           Doberman
209                           fur_coat
210                         toy_poodle
211                   English_foxhound
212                            doormat
213                          Chihuahua
214                   Brittany_spaniel
215                             bolete
216                            whippet
217                             ashcan
218                         Eskimo_dog
219                         box_turtle
220                           bluetick
221                               chow
222                           papillon
223                         guinea_pig
224        soft-coated_wheaten_terrier
225                miniature_schnauzer
226                              bison
227                     cocker_spaniel
228                             beagle
229                       bull_mastiff
230                             racket
231                         toy_poodle
232                            cardoon
233                                wig
234                             bolete
235                             beagle
236                    Tibetan_mastiff
237                      window_screen
238                 Labrador_retriever
239                           Cardigan
240                      Irish_terrier
241             Welsh_springer_spaniel
242                              agama
243                           malamute
244                        common_newt
245                          car_wheel
246                            gorilla
247                              bagel
248                            clumber
249                          Chihuahua
250     American_Staffordshire_terrier
251                    Norfolk_terrier
252                   golden_retriever
253                       Egyptian_cat
254                        wood_rabbit
255                              cairn
256                         television
257                              boxer
258                         brown_bear
259                        Boston_bull
260                         leafhopper
261                           Cardigan
262                           bluetick
263                   miniature_poodle
264                    German_shepherd
265                        toy_terrier
266                               chow
267                      Border_collie
268                             beagle
269                       bull_mastiff
270                               menu
271                         Weimaraner
272                        wolf_spider
273                        bathing_cap
274                   Japanese_spaniel
275                          stinkhorn
276                         guinea_pig
277                          drumstick
278                Rhodesian_ridgeback
279                        toy_terrier
280                              dingo
281                                hen
282                 Labrador_retriever
283                           Pekinese
284                             borzoi
285                      silky_terrier
286                             kelpie
287                   golden_retriever
288                               mask
289                 Scottish_deerhound
290                     shower_curtain
291                        Appenzeller
292                        toy_terrier
293                        plastic_bag
294                      Irish_terrier
295                          Chihuahua
296                    swimming_trunks
297                    prairie_chicken
298                             kuvasz
299                           red_wolf
300                     shower_curtain
301                        bathing_cap
302                        Maltese_dog
303                              snail
304                         toy_poodle
305                             gibbon
306                      Gordon_setter
307                         black_swan
308                     French_bulldog
309                             beacon
310                           papillon
311                               wool
312                        cowboy_boot
313                         Rottweiler
314                         white_wolf
315                             poncho
316                              swing
317                         Arctic_fox
318                                bib
319                  Italian_greyhound
320                   steam_locomotive
321                           fountain
322                   golden_retriever
323                           bookcase
324                          chickadee
325                              abaya
326                          seat_belt
327                         Pomeranian
328                     Border_terrier
329                             bubble
330                       bull_mastiff
331                             racket
332                         chimpanzee
333                 Labrador_retriever
334                   miniature_poodle
335                                pug
336                  Italian_greyhound
337                         hammerhead
338                       bull_mastiff
339                        toy_terrier
340                         toy_poodle
341                 Norwegian_elkhound
342                              llama
343                    Norwich_terrier
344                           Airedale
345                        Siamese_cat
346             Welsh_springer_spaniel
347                         box_turtle
348                  Shetland_sheepdog
349                     Great_Pyrenees
350                        Appenzeller
351                      Irish_terrier
352                        giant_panda
353                           bassinet
354                   golden_retriever
355                       Afghan_hound
356                      toilet_tissue
357                         television
358                       sea_cucumber
359                            clumber
360                 Labrador_retriever
361                           seashore
362                             nipple
363                             borzoi
364                      water_buffalo
365                              moped
366                      Arabian_camel
367                     French_bulldog
368                           Airedale
369                           crayfish
370                     French_bulldog
371                             beagle
372                            wallaby
373            wire-haired_fox_terrier
374                        Boston_bull
375                              koala
376                        toilet_seat
377                             kelpie
378           Chesapeake_Bay_retriever
379               Old_English_sheepdog
380                     Great_Pyrenees
381                         Rottweiler
382                         Eskimo_dog
383                             kelpie
384                 miniature_pinscher
385                         Pomeranian
386                        Maltese_dog
387                             kuvasz
388                        Appenzeller
389                       Ibizan_hound
390                              bison
391                             pajama
392                       Walker_hound
393                             borzoi
394                             shovel
395                                pug
396                  Brabancon_griffon
397                   golden_retriever
398                               chow
399                                pug
400                             kuvasz
401                          seat_belt
402                            doormat
403                             bucket
404                  Yorkshire_terrier
405                 Labrador_retriever
406                 Labrador_retriever
407                             kelpie
408                   Sealyham_terrier
409                        Windsor_tie
410                   golden_retriever
411                     Siberian_husky
412                 miniature_pinscher
413                          Chihuahua
414                              quill
415                         Eskimo_dog
416                  Shetland_sheepdog
417                        Persian_cat
418                        Maltese_dog
419                           malamute
420                    standard_poodle
421           European_fire_salamander
422                   three-toed_sloth
423                             kelpie
424                               swab
425                   Lakeland_terrier
426                           ski_mask
427                           malamute
428          Staffordshire_bullterrier
429                         leafhopper
430                           Cardigan
431                         bloodhound
432                          Chihuahua
433                            echidna
434                            sandbar
435                   Lakeland_terrier
436                             beagle
437                            whippet
438                        tennis_ball
439                              Lhasa
440                       bull_mastiff
441                         toy_poodle
442                         coral_reef
443                           keeshond
444                     cocker_spaniel
445                 Labrador_retriever
446                               mink
447                     Siberian_husky
448                              screw
449                          Chihuahua
450                         toy_poodle
451         Greater_Swiss_Mountain_dog
452                             basset
453                              wreck
454                             kuvasz
455                             kimono
456                        Siamese_cat
457                               wool
458                        Maltese_dog
459                         Rottweiler
460                miniature_schnauzer
461                              dingo
462             Welsh_springer_spaniel
463            black-and-tan_coonhound
464                           Cardigan
465                             beagle
466                            sandbar
467                         Pomeranian
468        German_short-haired_pointer
469           Chesapeake_Bay_retriever
470                           joystick
471                          microwave
472          Staffordshire_bullterrier
473                           Pembroke
474              flat-coated_retriever
475                    Tibetan_terrier
476                          seat_belt
477                              teddy
478                               chow
479                    Irish_wolfhound
480                   Brittany_spaniel
481                             kuvasz
482                            Samoyed
483                          Chihuahua
484                         loggerhead
485               Old_English_sheepdog
486                Rhodesian_ridgeback
487                        French_loaf
488              flat-coated_retriever
489                       Irish_setter
490                     Siberian_husky
491                       Newfoundland
492                     cocker_spaniel
493                              bagel
494                   Sealyham_terrier
495                             Saluki
496                         toy_poodle
497                              boxer
498                         bloodhound
499                           Pekinese
500                     French_bulldog
501                             vizsla
502                             beagle
503                           Cardigan
504                           komondor
505                         Great_Dane
506                                pug
507     American_Staffordshire_terrier
508                              purse
509                      Irish_terrier
510                         greenhouse
511                             muzzle
512                           broccoli
513                            whippet
514                        Boston_bull
515                    shopping_basket
516                 Labrador_retriever
517                           Shih-Tzu
518                              dingo
519                     French_bulldog
520                           fur_coat
521                  Shetland_sheepdog
522                     French_bulldog
523                          Chihuahua
524                              boxer
525                           malinois
526                 miniature_pinscher
527                           Pekinese
528                          microwave
529                     cocker_spaniel
530                 Labrador_retriever
531                    standard_poodle
532                         Weimaraner
533                            macaque
534                       space_heater
535                             weasel
536                     Great_Pyrenees
537                    squirrel_monkey
538                              boxer
539                   golden_retriever
540                         Eskimo_dog
541               Old_English_sheepdog
542                       green_lizard
543                    German_shepherd
544                          Chihuahua
545                          Chihuahua
546          Staffordshire_bullterrier
547                     French_bulldog
548                Irish_water_spaniel
549     American_Staffordshire_terrier
550                              boxer
551                           Pekinese
552                              purse
553                      parallel_bars
554                              swing
555                              cloak
556                         Pomeranian
557                   golden_retriever
558                           Pekinese
559                           malamute
560                               chow
561                     Great_Pyrenees
562     American_Staffordshire_terrier
563                         Rottweiler
564                         Pomeranian
565                    Tibetan_terrier
566                             kelpie
567                 Labrador_retriever
568                            Samoyed
569                             vizsla
570                          Chihuahua
571                     Great_Pyrenees
572                             kelpie
573                           Shih-Tzu
574     American_Staffordshire_terrier
575                              chest
576                            sundial
577                             beagle
578                             collie
579                       Irish_setter
580                       mosquito_net
581                         Pomeranian
582                   Lakeland_terrier
583                           Airedale
584                   golden_retriever
585                          Chihuahua
586                   golden_retriever
587                    German_shepherd
588                             basset
589                    giant_schnauzer
590                       Afghan_hound
591                         bath_towel
592        soft-coated_wheaten_terrier
593        West_Highland_white_terrier
594                            echidna
595                    squirrel_monkey
596                            cuirass
597                              zebra
598                     French_bulldog
599                             ashcan
600                           Cardigan
601                     French_bulldog
602                        toy_terrier
603                         toy_poodle
604                               chow
605                        Appenzeller
606                         lumbermill
607                         Pomeranian
608                             bubble
609                             wallet
610                         Pomeranian
611                        Boston_bull
612                           Shih-Tzu
613                        Maltese_dog
614                     English_setter
615                        feather_boa
616                   English_springer
617                              teddy
618                              abaya
619                       electric_fan
620                    Norwich_terrier
621                     Great_Pyrenees
622                           ski_mask
623                       hippopotamus
624     American_Staffordshire_terrier
625                                 ox
626          Staffordshire_bullterrier
627                         Pomeranian
628                         Pomeranian
629                          Chihuahua
630                             beagle
631                         toy_poodle
632                                pug
633                              quilt
634                         schipperke
635                           Airedale
636                      assault_rifle
637                        Maltese_dog
638                     Great_Pyrenees
639                         Pomeranian
640                            axolotl
641                     Siberian_husky
642                             kuvasz
643                               chow
644          Staffordshire_bullterrier
645                  Yorkshire_terrier
646                           Pekinese
647                                pot
648                        Maltese_dog
649                        toy_terrier
650                             beagle
651                               mask
652                 miniature_pinscher
653                            toyshop
654                              pizza
655                        scuba_diver
656                           malamute
657                           Airedale
658                         Great_Dane
659                Rhodesian_ridgeback
660                             beaver
661                   Mexican_hairless
662                      Border_collie
663                             basset
664                              cliff
665                   Brittany_spaniel
666                              teddy
667                              loupe
668                     French_bulldog
669                            wallaby
670                 Labrador_retriever
671                miniature_schnauzer
672                    German_shepherd
673                     Siberian_husky
674                                pug
675                   golden_retriever
676        German_short-haired_pointer
677                    German_shepherd
678                   Lakeland_terrier
679                     cocker_spaniel
680                         schipperke
681                         Eskimo_dog
682                            Samoyed
683                          wild_boar
684                   miniature_poodle
685                             beagle
686           Chesapeake_Bay_retriever
687                             jaguar
688                   golden_retriever
689          Staffordshire_bullterrier
690                        Boston_bull
691                                hog
692                              teddy
693                     Great_Pyrenees
694                             weasel
695     American_Staffordshire_terrier
696                            polecat
697                            macaque
698                          seat_belt
699                   Brittany_spaniel
700        West_Highland_white_terrier
701                              agama
702                              dingo
703                 Labrador_retriever
704                               lion
705               Old_English_sheepdog
706                                hog
707                        EntleBucher
708               Old_English_sheepdog
709                       bull_mastiff
710                           keeshond
711                         Eskimo_dog
712                              boxer
713                             kuvasz
714                             collie
715                 hand-held_computer
716                   three-toed_sloth
717                             racket
718                          washbasin
719                           Pekinese
720                           Cardigan
721                           malamute
722                           whiptail
723                          seat_belt
724         Greater_Swiss_Mountain_dog
725                           Pekinese
726                              boxer
727                         bloodhound
728                 Australian_terrier
729                             Saluki
730                      Gordon_setter
731                   golden_retriever
732                   golden_retriever
733                              bagel
734                           ice_bear
735        German_short-haired_pointer
736                          rock_crab
737                             Saluki
738                             beagle
739                           Shih-Tzu
740                         Weimaraner
741                              Lhasa
742                     French_bulldog
743                               hare
744                   Brittany_spaniel
745                    Tibetan_mastiff
746                         toy_poodle
747                          Chihuahua
748     American_Staffordshire_terrier
749                         toy_poodle
750                           keeshond
751                     Siberian_husky
752          Staffordshire_bullterrier
753                      Arabian_camel
754                              shoji
755                           sombrero
756                  Shetland_sheepdog
757                      Border_collie
758                       bull_mastiff
759                             Saluki
760                      toilet_tissue
761                            hamster
762                  Italian_greyhound
763                          bell_cote
764                         Pomeranian
765             Welsh_springer_spaniel
766                           Airedale
767                           Doberman
768          Staffordshire_bullterrier
769                              cairn
770                              rifle
771                           papillon
772                              dingo
773                          Chihuahua
774                 Labrador_retriever
775                              goose
776                          Chihuahua
777                             borzoi
778                   Lakeland_terrier
779                               chow
780                           sombrero
781                                pug
782                              teddy
783                         Eskimo_dog
784                           malamute
785                             pickup
786                  Brabancon_griffon
787                           ice_bear
788                  Shetland_sheepdog
789                         sunglasses
790                   Mexican_hairless
791                        Maltese_dog
792                     Great_Pyrenees
793                             kuvasz
794                        scuba_diver
795                             beacon
796                             Saluki
797                            bathtub
798                      Arabian_camel
799                             kelpie
800                           Airedale
801                        EntleBucher
802                      Border_collie
803                      Gordon_setter
804        West_Highland_white_terrier
805                           Pembroke
806                          limousine
807                            bow_tie
808                   miniature_poodle
809                         toy_poodle
810                         Eskimo_dog
811                            polecat
812                         white_wolf
813                          Chihuahua
814                           Pekinese
815                         Eskimo_dog
816                         white_wolf
817                             basset
818                   golden_retriever
819                Rhodesian_ridgeback
820                              boxer
821                  Yorkshire_terrier
822                   golden_retriever
823                    Tibetan_terrier
824                Rhodesian_ridgeback
825                             kuvasz
826                         box_turtle
827                black-footed_ferret
828                        Siamese_cat
829                         Eskimo_dog
830                        Boston_bull
831        German_short-haired_pointer
832                            bathtub
833                         schipperke
834                          Chihuahua
835                           Shih-Tzu
836                        Maltese_dog
837                      Saint_Bernard
838                      silky_terrier
839                            pretzel
840                             marmot
841                black-footed_ferret
842                          Chihuahua
843                          ice_lolly
844                              Lhasa
845                      Border_collie
846                           Pekinese
847                           Pekinese
848                           Pembroke
849        West_Highland_white_terrier
850                       Afghan_hound
851                         white_wolf
852                         sunglasses
853                     Great_Pyrenees
854                    giant_schnauzer
855                             vizsla
856                 Scottish_deerhound
857                             vacuum
858                              dingo
859         Greater_Swiss_Mountain_dog
860                            basenji
861                         Eskimo_dog
862                           Doberman
863                            whippet
864                    Norfolk_terrier
865                                pug
866                             weasel
867                       bull_mastiff
868                           Pembroke
869                    Tibetan_terrier
870                      toilet_tissue
871        German_short-haired_pointer
872                  Shetland_sheepdog
873     American_Staffordshire_terrier
874                 Labrador_retriever
875                          dalmatian
876          Staffordshire_bullterrier
877          Staffordshire_bullterrier
878                         sunglasses
879                              boxer
880        West_Highland_white_terrier
881                             beagle
882                             prison
883             curly-coated_retriever
884                         shower_cap
885                   golden_retriever
886                         Weimaraner
887                        Maltese_dog
888                             kelpie
889                      common_iguana
890                       sliding_door
891                     Border_terrier
892                         Eskimo_dog
893                       bull_mastiff
894                 Labrador_retriever
895                          Chihuahua
896                             dugong
897                         otterhound
898                         Great_Dane
899                 Norwegian_elkhound
900                 Labrador_retriever
901                                pug
902                     Dandie_Dinmont
903                                eel
904                             binder
905          Staffordshire_bullterrier
906                     Siberian_husky
907                             Angora
908                         Great_Dane
909                          Chihuahua
910                        Maltese_dog
911                           bullfrog
912                            whippet
913                            Samoyed
914        West_Highland_white_terrier
915                            basenji
916                        toy_terrier
917                 Australian_terrier
918                        toy_terrier
919                     soap_dispenser
920                    standard_poodle
921                  Yorkshire_terrier
922                     cocker_spaniel
923     American_Staffordshire_terrier
924               Old_English_sheepdog
925                      silky_terrier
926                        Siamese_cat
927                            clumber
928                   Brittany_spaniel
929                             beaver
930                           sea_lion
931                           Cardigan
932                             kuvasz
933                   English_springer
934                    Tibetan_mastiff
935                             carton
936                  Italian_greyhound
937                           Cardigan
938                              brass
939                       bull_mastiff
940             curly-coated_retriever
941                   golden_retriever
942                           sea_lion
943                   Brittany_spaniel
944                          Chihuahua
945                         Arctic_fox
946                 Labrador_retriever
947                            basenji
948                        wood_rabbit
949                    Tibetan_mastiff
950                             mitten
951                    Norwich_terrier
952                         otterhound
953                         Pomeranian
954                   Mexican_hairless
955                   Mexican_hairless
956                           Pembroke
957                          seat_belt
958                        tennis_ball
959                 miniature_pinscher
960                   golden_retriever
961                        groenendael
962                               chow
963                       bull_mastiff
964                     Great_Pyrenees
965                      Saint_Bernard
966          Staffordshire_bullterrier
967                         bloodhound
968                        Appenzeller
969                           golfcart
970                         Pomeranian
971                             pillow
972                             cougar
973                    Norwich_terrier
974                            warthog
975                        toy_terrier
976                           Pekinese
977                     French_bulldog
978                             kuvasz
979                black-footed_ferret
980                        Appenzeller
981                     cocker_spaniel
982                        toy_terrier
983                    giant_schnauzer
984                     Great_Pyrenees
985           Chesapeake_Bay_retriever
986                          washbasin
987     American_Staffordshire_terrier
988                          Chihuahua
989                              teddy
990                         lumbermill
991                        Siamese_cat
992                             kelpie
993                               chow
994                           Cardigan
995                        toy_terrier
996                        Boston_bull
997                         bath_towel
998                           Pembroke
999                    Norfolk_terrier
1000                Labrador_retriever
1001       West_Highland_white_terrier
1002                   Norfolk_terrier
1003                          malamute
1004                       Boston_bull
1005                Labrador_retriever
1006                Labrador_retriever
1007                    English_setter
1008                             quilt
1009                  golden_retriever
1010                          keeshond
1011                   Norfolk_terrier
1012             flat-coated_retriever
1013                Labrador_retriever
1014                Australian_terrier
1015       West_Highland_white_terrier
1016                          umbrella
1017                         Chihuahua
1018                    cocker_spaniel
1019                  Japanese_spaniel
1020                    cocker_spaniel
1021                Labrador_retriever
1022                  Lakeland_terrier
1023                   Tibetan_terrier
1024                          malamute
1025                             cairn
1026                   German_shepherd
1027                           basenji
1028                          Pembroke
1029                               pug
1030                    Dandie_Dinmont
1031                           basenji
1032                        neck_brace
1033                     water_buffalo
1034                        Eskimo_dog
1035                   standard_poodle
1036                               cup
1037                       book_jacket
1038                             pizza
1039                             Lhasa
1040                  three-toed_sloth
1041          Chesapeake_Bay_retriever
1042                Labrador_retriever
1043                         Chihuahua
1044                   Irish_wolfhound
1045                               pug
1046                    Siberian_husky
1047                        Great_Dane
1048                            kuvasz
1049            Welsh_springer_spaniel
1050                      Irish_setter
1051                          malamute
1052                           redbone
1053                   German_shepherd
1054                    Great_Pyrenees
1055                            beagle
1056                  golden_retriever
1057               black-footed_ferret
1058                            kuvasz
1059                      Ibizan_hound
1060                          Cardigan
1061                Labrador_retriever
1062                       Boston_bull
1063                  Lakeland_terrier
1064                           padlock
1065                              chow
1066                    French_bulldog
1067                        toy_poodle
1068                      bull_mastiff
1069                   Tibetan_mastiff
1070                             cairn
1071                        Eskimo_dog
1072                  golden_retriever
1073                      bull_mastiff
1074                          malamute
1075                    cocker_spaniel
1076                            beagle
1077                            kuvasz
1078                               cab
1079                        bath_towel
1080                        Eskimo_dog
1081                    Siberian_husky
1082                             chime
1083                            kelpie
1084                             cairn
1085          Chesapeake_Bay_retriever
1086                       Persian_cat
1087                     toilet_tissue
1088                Labrador_retriever
1089                   Norfolk_terrier
1090                          Leonberg
1091                   Tibetan_terrier
1092                        Eskimo_dog
1093                           bathtub
1094                Labrador_retriever
1095                        white_wolf
1096                 Italian_greyhound
1097                           viaduct
1098                        Eskimo_dog
1099               American_black_bear
1100                   giant_schnauzer
1101                            kelpie
1102                               tub
1103                          Pekinese
1104                              chow
1105                        Weimaraner
1106                Norwegian_elkhound
1107                       hand_blower
1108                     Irish_terrier
1109                              chow
1110                             quilt
1111                        Great_Dane
1112                 Shetland_sheepdog
1113                       feather_boa
1114                    English_setter
1115                    cocker_spaniel
1116                    French_bulldog
1117                            kuvasz
1118          Chesapeake_Bay_retriever
1119                            bucket
1120                Labrador_retriever
1121          Chesapeake_Bay_retriever
1122                  Lakeland_terrier
1123                Labrador_retriever
1124                         Chihuahua
1125                   Tibetan_terrier
1126                              chow
1127                Labrador_retriever
1128                        Eskimo_dog
1129                           sandbar
1130                          Shih-Tzu
1131                   German_shepherd
1132                          keeshond
1133                      king_penguin
1134                        rotisserie
1135                            borzoi
1136                         Chihuahua
1137                  miniature_poodle
1138                         bannister
1139                           basenji
1140                            coyote
1141                            prison
1142                     passenger_car
1143                       toilet_seat
1144                   German_shepherd
1145         Staffordshire_bullterrier
1146                        Weimaraner
1147                      Newfoundland
1148                      king_penguin
1149                         Chihuahua
1150                    cocker_spaniel
1151                  golden_retriever
1152                miniature_pinscher
1153                              chow
1154                          mongoose
1155                           doormat
1156                             dhole
1157                             mouse
1158                   Tibetan_terrier
1159                     Saint_Bernard
1160                          malamute
1161                Labrador_retriever
1162              Old_English_sheepdog
1163                  English_foxhound
1164                           doormat
1165                             quilt
1166                          fur_coat
1167                          Cardigan
1168       soft-coated_wheaten_terrier
1169                          bluetick
1170                    cocker_spaniel
1171                          consomme
1172                Labrador_retriever
1173                            valley
1174                        park_bench
1175                       Maltese_dog
1176                         Chihuahua
1177                         limousine
1178          Chesapeake_Bay_retriever
1179                           bathtub
1180                          malamute
1181                    Great_Pyrenees
1182                         Chihuahua
1183                          Pembroke
1184          Chesapeake_Bay_retriever
1185    American_Staffordshire_terrier
1186                          malamute
1187                            beagle
1188                          ice_bear
1189                  Brittany_spaniel
1190                  miniature_poodle
1191                            vizsla
1192                        toy_poodle
1193                            vizsla
1194                Labrador_retriever
1195                          mushroom
1196                Labrador_retriever
1197                       Siamese_cat
1198                            barrow
1199                       Persian_cat
1200                    Siberian_husky
1201                            kelpie
1202                          Pekinese
1203                            vizsla
1204          Chesapeake_Bay_retriever
1205                Labrador_retriever
1206                               hog
1207                         parachute
1208                       Appenzeller
1209                    French_bulldog
1210                  desktop_computer
1211                           snorkel
1212                Labrador_retriever
1213                  golden_retriever
1214                        Eskimo_dog
1215                      hippopotamus
1216                    Great_Pyrenees
1217                           warthog
1218                        Great_Dane
1219       German_short-haired_pointer
1220                               pug
1221                           whippet
1222                        white_wolf
1223                            collie
1224                  miniature_poodle
1225                   Tibetan_terrier
1226                     Border_collie
1227                          fountain
1228                          ice_bear
1229                               wok
1230                           minibus
1231                    cocker_spaniel
1232                            borzoi
1233                   Norwich_terrier
1234                           wallaby
1235                     affenpinscher
1236                         seat_belt
1237                          Cardigan
1238                      Ibizan_hound
1239                 Italian_greyhound
1240                     space_shuttle
1241                           doormat
1242                       rain_barrel
1243                            collie
1244                        ballplayer
1245                   German_shepherd
1246                         Chihuahua
1247                Labrador_retriever
1248                 Shetland_sheepdog
1249                         Chihuahua
1250                               pug
1251                    Great_Pyrenees
1252                             dingo
1253                     mountain_tent
1254                          Pembroke
1255                            Saluki
1256                  miniature_poodle
1257       soft-coated_wheaten_terrier
1258                            oxcart
1259                            kelpie
1260                       scuba_diver
1261                    English_setter
1262                    English_setter
1263                           Samoyed
1264                          Pekinese
1265                           buckeye
1266                          keeshond
1267               Irish_water_spaniel
1268                            collie
1269                  Blenheim_spaniel
1270                          sunglass
1271       soft-coated_wheaten_terrier
1272                          sombrero
1273                        toy_poodle
1274                  golden_retriever
1275                Labrador_retriever
1276                miniature_pinscher
1277                 Brabancon_griffon
1278                Labrador_retriever
1279                          Pekinese
1280                      croquet_ball
1281                    French_bulldog
1282                          papillon
1283                      refrigerator
1284                              titi
1285                           basenji
1286                         seat_belt
1287                  golden_retriever
1288                  golden_retriever
1289                  English_foxhound
1290                              chow
1291                             dingo
1292                      snow_leopard
1293                Scottish_deerhound
1294                       Siamese_cat
1295                  golden_retriever
1296                         Chihuahua
1297                  Brittany_spaniel
1298           wire-haired_fox_terrier
1299                        Eskimo_dog
1300                            basset
1301                    Siberian_husky
1302                            kelpie
1303                 Shetland_sheepdog
1304                    Siberian_husky
1305                            tripod
1306                  English_foxhound
1307                          rapeseed
1308                 Italian_greyhound
1309                             boxer
1310                        Pomeranian
1311                  English_foxhound
1312                    shower_curtain
1313                      sliding_door
1314                    cocker_spaniel
1315                        bath_towel
1316                    Great_Pyrenees
1317                            carton
1318                    Great_Pyrenees
1319                        bloodhound
1320                         tiger_cat
1321                Labrador_retriever
1322                          fountain
1323                          Cardigan
1324                Labrador_retriever
1325                    Border_terrier
1326                         ice_lolly
1327                        Rottweiler
1328                   Tibetan_mastiff
1329                              wool
1330                             purse
1331                      Walker_hound
1332                       Siamese_cat
1333                   German_shepherd
1334                    Siberian_husky
1335              Bernese_mountain_dog
1336                       Siamese_cat
1337                          notebook
1338    American_Staffordshire_terrier
1339                   German_shepherd
1340            curly-coated_retriever
1341                        Weimaraner
1342                          komondor
1343                  golden_retriever
1344                    Siberian_husky
1345       soft-coated_wheaten_terrier
1346                        white_wolf
1347                             teddy
1348                Labrador_retriever
1349                          ice_bear
1350                            kuvasz
1351                        otterhound
1352                               pug
1353                            maraca
1354                             crane
1355                            briard
1356       West_Highland_white_terrier
1357                          sea_lion
1358                           redbone
1359                            borzoi
1360                Labrador_retriever
1361                             boxer
1362                  miniature_poodle
1363                   German_shepherd
1364                     water_buffalo
1365                          Doberman
1366                        pool_table
1367                          lakeside
1368                            kuvasz
1369         Staffordshire_bullterrier
1370                   theater_curtain
1371                        television
1372                             dhole
1373                        toy_poodle
1374                             dingo
1375                              chow
1376                             teddy
1377                          keeshond
1378                            kelpie
1379                       EntleBucher
1380    American_Staffordshire_terrier
1381                            kuvasz
1382                 Shetland_sheepdog
1383                            basset
1384                    Border_terrier
1385                  Brittany_spaniel
1386                            basset
1387          Chesapeake_Bay_retriever
1388                    cocker_spaniel
1389                Norwegian_elkhound
1390               Rhodesian_ridgeback
1391                        bloodhound
1392                     Irish_terrier
1393                              pier
1394                   Norfolk_terrier
1395          Chesapeake_Bay_retriever
1396                          lakeside
1397                           cheetah
1398                            kelpie
1399                Labrador_retriever
1400                           whippet
1401                        Rottweiler
1402                         mousetrap
1403                    cocker_spaniel
1404                            kuvasz
1405         Staffordshire_bullterrier
1406         Staffordshire_bullterrier
1407                            kelpie
1408                           whippet
1409                  golden_retriever
1410                       paper_towel
1411                        Pomeranian
1412                       EntleBucher
1413                        pop_bottle
1414                           macaque
1415         Staffordshire_bullterrier
1416                               tub
1417                        Eskimo_dog
1418                  English_springer
1419                       soccer_ball
1420                     Border_collie
1421                 Shetland_sheepdog
1422                 Italian_greyhound
1423                  golden_retriever
1424                            vizsla
1425                          Pekinese
1426                     Saint_Bernard
1427    American_Staffordshire_terrier
1428                            beagle
1429                            wombat
1430            Welsh_springer_spaniel
1431                 Brabancon_griffon
1432                   shopping_basket
1433                          malamute
1434       soft-coated_wheaten_terrier
1435                          Airedale
1436                              chow
1437                               pug
1438                            Saluki
1439                      Ibizan_hound
1440                  Lakeland_terrier
1441                        Pomeranian
1442                          Pembroke
1443                              menu
1444                 rhinoceros_beetle
1445                    French_bulldog
1446                           doormat
1447                              menu
1448                       paddlewheel
1449                        bloodhound
1450                          keeshond
1451                        paintbrush
1452                   standard_poodle
1453                       toy_terrier
1454                               hog
1455                        Pomeranian
1456                      refrigerator
1457                        otterhound
1458                    Siberian_husky
1459                             Lhasa
1460                Norwegian_elkhound
1461                            muzzle
1462                     Border_collie
1463                          sea_lion
1464                            beagle
1465                  Lakeland_terrier
1466                            kelpie
1467    American_Staffordshire_terrier
1468                         Chihuahua
1469                            kelpie
1470                    cocker_spaniel
1471                              maze
1472                    Great_Pyrenees
1473                           hatchet
1474                      bull_mastiff
1475                      bull_mastiff
1476                    French_bulldog
1477                   Tibetan_mastiff
1478                  English_springer
1479                          Pembroke
1480                            kelpie
1481                             chain
1482                     Border_collie
1483                         seat_belt
1484                Labrador_retriever
1485                            collie
1486                         microwave
1487          Chesapeake_Bay_retriever
1488                             Lhasa
1489                        Eskimo_dog
1490                         seat_belt
1491                           clumber
1492                Labrador_retriever
1493                             boxer
1494                          Pembroke
1495                         Chihuahua
1496                          keeshond
1497                       toy_terrier
1498                Australian_terrier
1499                   standard_poodle
1500                  three-toed_sloth
1501                   standard_poodle
1502                    Siberian_husky
1503                      Irish_setter
1504                           Samoyed
1505                              chow
1506                        Rottweiler
1507                           echidna
1508                          Pekinese
1509                              chow
1510                    Great_Pyrenees
1511         Staffordshire_bullterrier
1512                            Saluki
1513                              chow
1514                        Pomeranian
1515                              chow
1516                Labrador_retriever
1517                             dingo
1518                miniature_pinscher
1519                            kelpie
1520                    English_setter
1521                         limousine
1522                Labrador_retriever
1523                         Chihuahua
1524                        Arctic_fox
1525                  Brittany_spaniel
1526                     jigsaw_puzzle
1527                  golden_retriever
1528                          Pembroke
1529                        Eskimo_dog
1530                Norwegian_elkhound
1531                Labrador_retriever
1532                        Pomeranian
1533                  golden_retriever
1534            curly-coated_retriever
1535                       toy_terrier
1536                            kelpie
1537                       Appenzeller
1538                  golden_retriever
1539                              chow
1540                      Newfoundland
1541                          keeshond
1542                          Doberman
1543                           basenji
1544                            kuvasz
1545                   Tibetan_terrier
1546                  miniature_poodle
1547                Australian_terrier
1548                   standard_poodle
1549                            switch
1550                            kuvasz
1551                             teddy
1552                   standard_poodle
1553                           doormat
1554                          Airedale
1555                         Chihuahua
1556                       Boston_bull
1557                  English_springer
1558                    cocker_spaniel
1559                            beagle
1560                          Pembroke
1561                           doormat
1562          Chesapeake_Bay_retriever
1563                       toy_terrier
1564                            kuvasz
1565                Kerry_blue_terrier
1566         Staffordshire_bullterrier
1567                             brass
1568                    Great_Pyrenees
1569                     jigsaw_puzzle
1570                        toy_poodle
1571                Norwegian_elkhound
1572                             swing
1573                       tennis_ball
1574       soft-coated_wheaten_terrier
1575                           doormat
1576                            gibbon
1577                          papillon
1578                         seat_belt
1579                         seat_belt
1580                       Siamese_cat
1581                Australian_terrier
1582                        Weimaraner
1583                          Pembroke
1584                            kelpie
1585                          papillon
1586         Staffordshire_bullterrier
1587                        Pomeranian
1588                     Border_collie
1589                  golden_retriever
1590            Welsh_springer_spaniel
1591                        Pomeranian
1592                       French_loaf
1593                           basenji
1594                               pug
1595                   Norfolk_terrier
1596                          malamute
1597                Australian_terrier
1598                        Eskimo_dog
1599                       toy_terrier
1600                 Shetland_sheepdog
1601                        Pomeranian
1602                           barbell
1603                Labrador_retriever
1604                            collie
1605                       paddlewheel
1606                Christmas_stocking
1607                         Chihuahua
1608                        toy_poodle
1609                          bluetick
1610                    English_setter
1611                       convertible
1612                 Shetland_sheepdog
1613                Labrador_retriever
1614                          malamute
1615                            kelpie
1616               Rhodesian_ridgeback
1617              entertainment_center
1618                    cocker_spaniel
1619                        otterhound
1620                        Pomeranian
1621                  golden_retriever
1622                              file
1623                    Great_Pyrenees
1624                          Airedale
1625                     Irish_terrier
1626                        guillotine
1627                      Irish_setter
1628                          Leonberg
1629                          Cardigan
1630                           sundial
1631                    Border_terrier
1632                        Eskimo_dog
1633                          Leonberg
1634                         seat_belt
1635                        Eskimo_dog
1636                          Pembroke
1637          Chesapeake_Bay_retriever
1638                    cocker_spaniel
1639            Welsh_springer_spaniel
1640                Labrador_retriever
1641                       toy_terrier
1642                              chow
1643    American_Staffordshire_terrier
1644                    Great_Pyrenees
1645                    English_setter
1646                     Irish_terrier
1647                  golden_retriever
1648                            kelpie
1649                Labrador_retriever
1650                          Pembroke
1651                  English_springer
1652         Staffordshire_bullterrier
1653                  miniature_poodle
1654                    Border_terrier
1655                   Tibetan_mastiff
1656                        Eskimo_dog
1657            curly-coated_retriever
1658                Labrador_retriever
1659                            beagle
1660           wire-haired_fox_terrier
1661                  golden_retriever
1662                           doormat
1663                Labrador_retriever
1664                        Great_Dane
1665                            bubble
1666                          Leonberg
1667                    French_bulldog
1668                            kuvasz
1669                           basenji
1670                miniature_pinscher
1671                            kelpie
1672                           basenji
1673                    Siberian_husky
1674                 Italian_greyhound
1675                          Cardigan
1676                    cocker_spaniel
1677                            Saluki
1678                Labrador_retriever
1679       West_Highland_white_terrier
1680                        Eskimo_dog
1681                             boxer
1682                Norwegian_elkhound
1683            curly-coated_retriever
1684                              chow
1685       soft-coated_wheaten_terrier
1686                    cocker_spaniel
1687    American_Staffordshire_terrier
1688                       paper_towel
1689                          malinois
1690                            collie
1691                        otterhound
1692         Staffordshire_bullterrier
1693                    cocker_spaniel
1694                          papillon
1695                  golden_retriever
1696                              nail
1697                       Maltese_dog
1698                    Siberian_husky
1699                              chow
1700                   German_shepherd
1701                  golden_retriever
1702          Chesapeake_Bay_retriever
1703                        otterhound
1704                miniature_pinscher
1705                        Eskimo_dog
1706                       Boston_bull
1707               Irish_water_spaniel
1708                          Pekinese
1709                           redbone
1710                standard_schnauzer
1711                               bow
1712                          malamute
1713                            beagle
1714                     grocery_store
1715                   Tibetan_terrier
1716                          umbrella
1717                          umbrella
1718                   Tibetan_terrier
1719                Norwegian_elkhound
1720                          Doberman
1721                 Shetland_sheepdog
1722                        toy_poodle
1723                               tub
1724                 Italian_greyhound
1725                             crane
1726                        Rottweiler
1727                Labrador_retriever
1728                           Samoyed
1729                Labrador_retriever
1730                   Tibetan_mastiff
1731                 Yorkshire_terrier
1732                      Irish_setter
1733          Chesapeake_Bay_retriever
1734                miniature_pinscher
1735                            Saluki
1736                  English_springer
1737                      Irish_setter
1738                        Arctic_fox
1739                       Maltese_dog
1740                            kuvasz
1741                   Norwich_terrier
1742                            kuvasz
1743         Staffordshire_bullterrier
1744                     Irish_terrier
1745                          Pembroke
1746                        Arctic_fox
1747                          papillon
1748                          Pembroke
1749                   Norfolk_terrier
1750                Labrador_retriever
1751                           doormat
1752                           basenji
1753                      Irish_setter
1754                          Airedale
1755                             swing
1756                          malamute
1757                        toy_poodle
1758           black-and-tan_coonhound
1759                    English_setter
1760                         mousetrap
1761                            kuvasz
1762       soft-coated_wheaten_terrier
1763                       Boston_bull
1764                            kelpie
1765                            cougar
1766                          Pekinese
1767                       tennis_ball
1768                             boxer
1769                Labrador_retriever
1770                Labrador_retriever
1771                     Saint_Bernard
1772                            kelpie
1773                      bull_mastiff
1774                         boathouse
1775                   Tibetan_mastiff
1776                         Chihuahua
1777                           clumber
1778    American_Staffordshire_terrier
1779                   standard_poodle
1780                            vizsla
1781                         ice_lolly
1782                           polecat
1783                             conch
1784                            gibbon
1785          Chesapeake_Bay_retriever
1786                          Pekinese
1787                               pug
1788    American_Staffordshire_terrier
1789                       tennis_ball
1790                          Pekinese
1791                               pug
1792                    English_setter
1793                           doormat
1794                Labrador_retriever
1795              Bouvier_des_Flandres
1796                        guinea_pig
1797                    French_bulldog
1798                Norwegian_elkhound
1799                       Appenzeller
1800                          Leonberg
1801                          grey_fox
1802                 Italian_greyhound
1803         Staffordshire_bullterrier
1804                           doormat
1805                               pug
1806         Staffordshire_bullterrier
1807                       Siamese_cat
1808                          malamute
1809                       Boston_bull
1810                            poncho
1811                      bull_mastiff
1812                     shopping_cart
1813                   Tibetan_mastiff
1814                  Lakeland_terrier
1815                          Pembroke
1816                  golden_retriever
1817                Labrador_retriever
1818                     water_buffalo
1819                Labrador_retriever
1820                           redbone
1821                           bathtub
1822                       Boston_bull
1823                     Irish_terrier
1824         Staffordshire_bullterrier
1825                          Cardigan
1826                           meerkat
1827                     Gordon_setter
1828    American_Staffordshire_terrier
1829                          malamute
1830                          Pembroke
1831                       grand_piano
1832                      snow_leopard
1833                        schipperke
1834                        toy_poodle
1835                          sombrero
1836                          malamute
1837                         dalmatian
1838                         seat_belt
1839                            carton
1840                            kuvasz
1841                        Pomeranian
1842                      Newfoundland
1843                         dalmatian
1844                          envelope
1845                 Yorkshire_terrier
1846                     Saint_Bernard
1847                            screen
1848                          Pembroke
1849                       Boston_bull
1850                            kelpie
1851                         coffeepot
1852                Labrador_retriever
1853                          envelope
1854                           clumber
1855                        bloodhound
1856                       groenendael
1857                          Pembroke
1858                        Eskimo_dog
1859                        schipperke
1860                      bull_mastiff
1861                           basenji
1862                Labrador_retriever
1863                         Chihuahua
1864                       toy_terrier
1865                         Chihuahua
1866                    Great_Pyrenees
1867                    Great_Pyrenees
1868                      Newfoundland
1869                           printer
1870                            beagle
1871                         Chihuahua
1872                 Shetland_sheepdog
1873            curly-coated_retriever
1874       West_Highland_white_terrier
1875                      Newfoundland
1876                        white_wolf
1877                   Tibetan_mastiff
1878                Labrador_retriever
1879                   Norfolk_terrier
1880                            collie
1881                             dingo
1882                               pug
1883                  Lakeland_terrier
1884                           doormat
1885                       Appenzeller
1886                             otter
1887                     toilet_tissue
1888                           wallaby
1889                        Eskimo_dog
1890                       groenendael
1891                           sundial
1892                        restaurant
1893                         Chihuahua
1894                            bonnet
1895                          Pembroke
1896                          malinois
1897                          Shih-Tzu
1898                    French_bulldog
1899                   standard_poodle
1900                  crossword_puzzle
1901                    French_bulldog
1902                            pillow
1903          Chesapeake_Bay_retriever
1904                       EntleBucher
1905                              file
1906                           go-kart
1907                        Rottweiler
1908                    Sussex_spaniel
1909                  English_foxhound
1910                       convertible
1911                            kelpie
1912                        Rottweiler
1913                     Border_collie
1914                          bluetick
1915                         Chihuahua
1916                Labrador_retriever
1917                              chow
1918                  Japanese_spaniel
1919                       groenendael
1920                          Cardigan
1921                   standard_poodle
1922                         Chihuahua
1923                            Saluki
1924                          keeshond
1925                        Eskimo_dog
1926                  golden_retriever
1927                  Lakeland_terrier
1928                           doormat
1929                           basenji
1930                        bloodhound
1931                          fountain
1932                       Persian_cat
1933                Labrador_retriever
1934                            kuvasz
1935                               hog
1936                         orangutan
1937                             canoe
1938                  Lakeland_terrier
1939                            beagle
1940                       paper_towel
1941                            muzzle
1942              Bouvier_des_Flandres
1943                    French_bulldog
1944                    cocker_spaniel
1945                          Pekinese
1946                      barber_chair
1947                             boxer
1948                   German_shepherd
1949                             boxer
1950                             teddy
1951                            beagle
1952                    Siberian_husky
1953                            weasel
1954                   Tibetan_mastiff
1955         Staffordshire_bullterrier
1956                             wreck
1957                           basenji
1958                        Weimaraner
1959                Labrador_retriever
1960                          keeshond
1961                               pug
1962            curly-coated_retriever
1963                        Pomeranian
1964                          Pekinese
1965                          malamute
1966                            collie
1967                         dalmatian
1968    American_Staffordshire_terrier
1969                     Saint_Bernard
1970                           printer
1971                          Cardigan
1972                            muzzle
1973                         Chihuahua
1974                          malamute
1975                       book_jacket
1976                       EntleBucher
1977                Labrador_retriever
1978                            beagle
1979                        television
1980                             dingo
1981                              swab
1982                        bloodhound
1983                        Pomeranian
1984                         dalmatian
1985          Chesapeake_Bay_retriever
1986                         Chihuahua
1987                   standard_poodle
1988                      bull_mastiff
1989       German_short-haired_pointer
1990          Chesapeake_Bay_retriever
1991                              chow
1992                           printer
1993                            kelpie
1994                      Newfoundland
1995                        toy_poodle
1996                            beagle
1997                    Great_Pyrenees
1998                             dingo
1999                            vizsla
2000        Greater_Swiss_Mountain_dog
2001                              chow
2002                   Tibetan_mastiff
2003                           basenji
2004                  golden_retriever
2005                           bathtub
2006                     Irish_terrier
2007                        Weimaraner
2008                       toy_terrier
2009                       Appenzeller
2010                      Ibizan_hound
2011    American_Staffordshire_terrier
2012                      Egyptian_cat
2013                          Pembroke
2014                          Cardigan
2015                        bath_towel
2016                    cocker_spaniel
2017                            beagle
2018                           clumber
2019                    cocker_spaniel
2020                         Chihuahua
2021                     traffic_light
2022                              ibex
2023                       Persian_cat
2024                  golden_retriever
2025                             koala
2026                  golden_retriever
2027                    cocker_spaniel
2028                          Cardigan
2029             flat-coated_retriever
2030                             dingo
2031                            kuvasz
2032                      Newfoundland
2033                            kuvasz
2034                            kelpie
2035                Norwegian_elkhound
2036                         Chihuahua
2037                 Brabancon_griffon
2038                   Norfolk_terrier
2039         Staffordshire_bullterrier
2040                        Eskimo_dog
2041                               pug
2042                            kuvasz
2043              Bernese_mountain_dog
2044                       Siamese_cat
2045                       Boston_bull
2046                         car_wheel
2047                    Dandie_Dinmont
2048                        can_opener
2049         Staffordshire_bullterrier
2050                        Weimaraner
2051                            beagle
2052                     shopping_cart
2053                        Weimaraner
2054                      bull_mastiff
2055                            beagle
2056                          malamute
2057                    English_setter
2058                Labrador_retriever
2059                            Saluki
2060                           redbone
2061         Staffordshire_bullterrier
2062                           basenji
2063                            muzzle
2064                              chow
2065                         Chihuahua
2066          Chesapeake_Bay_retriever
2067                          Pembroke
2068                         ice_lolly
2069                   Indian_elephant
2070       German_short-haired_pointer
2071                           spatula
2072                            kelpie
2073                          papillon
2074                            banana
Name: p3, dtype: object

some predictions like ice bear and box_turtle are not right.

tweet_json

tweet_json.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2331 entries, 0 to 2330
Data columns (total 4 columns):
tweet_id     2331 non-null int64
retweets     2331 non-null int64
favorites    2331 non-null int64
timestamp    2331 non-null object
dtypes: int64(3), object(1)
memory usage: 73.0+ KB

number of rows should be consistent to 2356.there are some missing values

# check duplicates
tweet_json.tweet_id.duplicated().sum()

0

Quality Issues¶

Completeness, validity, accuracy, consistency (content issues)

twitter_archive¶

there are 181 rows having retweets, should be removed
columns in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp and expanded_urls have missing values.
timestamp should not be object, and the format is not readable.
rating_denominator has number other than 10.
rating_numerator has extreme numbers such as 1776.

image_predictions¶

there are 66 duplicates in jpg_url.
p1, p2 and p3 have some strange predicted name:ice bear and box-turtle. create new columns for prediction and confidence level.
delete columns no longer needed for further analysis.
the number of rows in image_predictions should be consistent with twitter_archive. therefore, the number of row should be 2356 instead of 2075.

tweet_json¶

the number of rows in image_predictions should be 2356 instead of 2331.

Tideness¶

(structure issue)

columns 'doggo','floofer','pupper' and 'puppo' should be in one column instead of four.
all three dataset should be from same database and have same number of rows.

Cleaning data¶

Quality¶

twitter_archive¶

after assessing data we gathered, next, i am going to clean all three datasets.

# make copies of dataframe
twitter_archive_clean = twitter_archive.copy()
image_predictions_clean = image_prediction.copy()
tweet_json_clean = tweet_json.copy()

Define¶

Remove retweets data (duplicated)

Code¶

# keep the columns without retweets
twitter_archive_clean = twitter_archive_clean[np.isnan(twitter_archive_clean.retweeted_status_id)]

Test¶

twitter_archive_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2175 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2175 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2175 non-null object
source                        2175 non-null object
text                          2175 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null object
expanded_urls                 2117 non-null object
rating_numerator              2175 non-null int64
rating_denominator            2175 non-null int64
name                          2175 non-null object
doggo                         2175 non-null object
floofer                       2175 non-null object
pupper                        2175 non-null object
puppo                         2175 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 305.9+ KB

sum(twitter_archive_clean.retweeted_status_user_id.value_counts())

0

Define¶

2.delete columns that are no longer needed. these columns are:columns in_reply_to_status_id, in_reply_to_user_id, retweeted_status_id, retweeted_status_user_id, retweeted_status_timestamp and expanded_urls.

Code¶

# check the column names in twitter_archive

list(twitter_archive_clean)

['tweet_id',
 'in_reply_to_status_id',
 'in_reply_to_user_id',
 'timestamp',
 'source',
 'text',
 'retweeted_status_id',
 'retweeted_status_user_id',
 'retweeted_status_timestamp',
 'expanded_urls',
 'rating_numerator',
 'rating_denominator',
 'name',
 'doggo',
 'floofer',
 'pupper',
 'puppo']

#drop columns i mentioned before
twitter_archive_clean.drop(['in_reply_to_status_id',
                            'in_reply_to_user_id',
                            'retweeted_status_id',
                            'retweeted_status_user_id',
                            'retweeted_status_timestamp',
                           'expanded_urls'],axis = 1, inplace = True)

Test¶

# check the new list
list(twitter_archive_clean)

['tweet_id',
 'timestamp',
 'source',
 'text',
 'rating_numerator',
 'rating_denominator',
 'name',
 'doggo',
 'floofer',
 'pupper',
 'puppo']

Define¶

3.timestamp should not be datetime, and the format is not readable. split it into year, month and day.

Code¶

# convert 'timestamp' column to datetime
twitter_archive_clean['timestamp'] = pd.to_datetime(twitter_archive_clean['timestamp'])
# create 'year','month','day' columns
twitter_archive_clean['year'] = twitter_archive_clean['timestamp'].dt.year
twitter_archive_clean['month'] = twitter_archive_clean['timestamp'].dt.month
twitter_archive_clean['day'] = twitter_archive_clean['timestamp'].dt.day
# remove 'timestamp' column
twitter_archive_clean.drop(['timestamp'],axis = 1, inplace = True)

Test¶

twitter_archive_clean.head(2)

Define¶

4.rating_denominator has number other than 10. should be corrected to 10.

5.correct rating_numerator, rating_numerator should be float

Code¶

# check the rating denominator
twitter_archive_clean.rating_denominator.value_counts()

10     2153
50        3
80        2
11        2
20        2
2         1
16        1
40        1
70        1
15        1
90        1
110       1
120       1
130       1
150       1
170       1
7         1
0         1
Name: rating_denominator, dtype: int64

# change data type from int to float
twitter_archive_clean[['rating_numerator', 'rating_denominator']] = twitter_archive_clean[['rating_numerator','rating_denominator']].astype(float)

twitter_archive_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2175 entries, 0 to 2355
Data columns (total 13 columns):
tweet_id              2175 non-null int64
source                2175 non-null object
text                  2175 non-null object
rating_numerator      2175 non-null float64
rating_denominator    2175 non-null float64
name                  2175 non-null object
doggo                 2175 non-null object
floofer               2175 non-null object
pupper                2175 non-null object
puppo                 2175 non-null object
year                  2175 non-null int64
month                 2175 non-null int64
day                   2175 non-null int64
dtypes: float64(2), int64(4), object(7)
memory usage: 237.9+ KB

# listing the rows with strange number
denominator_list = twitter_archive_clean.rating_denominator.value_counts().tail(16).index.tolist()

# print the row with strange numbers in denominator
twitter_archive_clean[twitter_archive_clean['rating_denominator'].isin(denominator_list)]['tweet_id']

313     835246439529840640
342     832088576586297345
433     820690176645140481
516     810984652412424192
902     758467244762497024
1068    740373189193256964
1120    731156023742988288
1165    722974582966214656
1228    713900603437621249
1254    710658690886586372
1433    697463031882764288
1598    686035780142297088
1634    684225744407494656
1635    684222868335505415
1662    682962037429899265
1663    682808988178739200
1779    677716515794329600
1843    675853064436391936
2335    666287406224695296
Name: tweet_id, dtype: int64

print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 11, 'text']) 
print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 2, 'text']) 
print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 16, 'text']) 
print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 15, 'text'])
print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 7, 'text'])

1068    After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ
1662     This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5
Name: text, dtype: object
2335    This is an Albanian 3 1/2 legged  Episcopalian. Loves well-polished hardwood flooring. Penis on the collar. 9/10 https://t.co/d9NcXFKwLv
Name: text, dtype: object
1663    I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible
Name: text, dtype: object
342    @docmisterio account started on 11/15/15
Name: text, dtype: object
516    Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx
Name: text, dtype: object

print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 11, 'tweet_id']) 
print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 2, 'tweet_id']) 
print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 16, 'tweet_id']) 
print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 15, 'tweet_id'])
print(twitter_archive_clean.loc[twitter_archive_clean.rating_denominator == 7, 'tweet_id'])

1068    740373189193256964
1662    682962037429899265
Name: tweet_id, dtype: int64
2335    666287406224695296
Name: tweet_id, dtype: int64
1663    682808988178739200
Name: tweet_id, dtype: int64
342    832088576586297345
Name: tweet_id, dtype: int64
516    810984652412424192
Name: tweet_id, dtype: int64

# change denominator manually
twitter_archive_clean.iloc[1068, twitter_archive_clean.columns.get_loc('rating_denominator')] = 10
twitter_archive_clean.iloc[1662, twitter_archive_clean.columns.get_loc('rating_denominator')] = 10
twitter_archive_clean.iloc[1663, twitter_archive_clean.columns.get_loc('rating_denominator')] = 10

# change numerator manually
twitter_archive_clean.iloc[1068, twitter_archive_clean.columns.get_loc('rating_numerator')] = 14
twitter_archive_clean.iloc[1662, twitter_archive_clean.columns.get_loc('rating_numerator')] = 10
twitter_archive_clean.iloc[1663, twitter_archive_clean.columns.get_loc('rating_numerator')] = 12.5

# index 2335, sperately changed due to a issue of out of bound.
twitter_archive_clean.loc[(twitter_archive_clean.tweet_id == 666287406224695296), 'rating_denominator'] = 10
twitter_archive_clean.loc[(twitter_archive_clean.tweet_id == 666287406224695296), 'rating_numrator'] = 9

# delete rows with no rating, row 342 and 516
twitter_archive_clean = twitter_archive_clean[twitter_archive_clean['tweet_id'] != 832088576586297345]
twitter_archive_clean = twitter_archive_clean[twitter_archive_clean['tweet_id'] != 810984652412424192]

# create new column rating
twitter_archive_clean['rating'] = 10 * twitter_archive_clean['rating_numerator']/ twitter_archive_clean['rating_denominator'].astype(float)

Test¶

twitter_archive_clean.head()

# droping typo
twitter_archive_clean.drop(['rating_numrator'],axis = 1, inplace = True)

twitter_archive_clean

image_prediction¶

Define¶

6.there are 66 duplicates in jpg_url.

Code¶

#drop duplicates

image_predictions_clean = image_predictions_clean.drop_duplicates('jpg_url')

Test¶

image_predictions_clean.duplicated().sum()

0

image_predictions_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2009 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id    2009 non-null int64
jpg_url     2009 non-null object
img_num     2009 non-null int64
p1          2009 non-null object
p1_conf     2009 non-null float64
p1_dog      2009 non-null bool
p2          2009 non-null object
p2_conf     2009 non-null float64
p2_dog      2009 non-null bool
p3          2009 non-null object
p3_conf     2009 non-null float64
p3_dog      2009 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 162.8+ KB

Define¶

7.p1, p2 and p3 have some strange predicted name:ice bear and box-tutle.

Code¶

# create empty list of dog prediction and confidence level
dog_prediction = []
confidence_level = []

# fill in the list by using loop
for _ in range(len(image_predictions_clean)):
    if image_predictions_clean.iloc[_]['p1_dog'] == True:
        dog_prediction.append(image_predictions_clean.iloc[_]['p1'])
        confidence_level.append(image_predictions_clean.iloc[_]['p1_conf'])
    
    elif image_predictions_clean.iloc[_]['p2_dog'] == True:
        dog_prediction.append(image_predictions_clean.iloc[_]['p2'])
        confidence_level.append(image_predictions_clean.iloc[_]['p2_conf'])
    
    elif image_predictions_clean.iloc[_]['p3_dog'] == True:
        dog_prediction.append(image_predictions_clean.iloc[_]['p3'])
        confidence_level.append(image_predictions_clean.iloc[_]['p3_conf'])
    
    else:
        dog_prediction.append('Error')
        confidence_level.append('Error')

# append dog_predition and confidence_level to image_predictions_clean
image_predictions_clean['prediction'] = dog_prediction
image_predictions_clean['confidence'] = confidence_level

test¶

image_predictions_clean.head()

Define¶

8.delete comlumns no longer needed for analysis

Code¶

image_predictions_clean.drop(['p1','p1_conf','p1_dog',
                             'p2','p2_conf','p2_dog',
                             'p3','p3_conf','p3_dog','img_num'],axis = 1, inplace = True)

Test¶

image_predictions_clean.head()

Tideness¶

Define¶

1.columns 'doggo','floofer','pupper' and 'puppo' should be in one column instead of four.

Code¶

twitter_archive_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2173 entries, 0 to 2355
Data columns (total 14 columns):
tweet_id              2173 non-null int64
source                2173 non-null object
text                  2173 non-null object
rating_numerator      2173 non-null float64
rating_denominator    2173 non-null float64
name                  2173 non-null object
doggo                 2173 non-null object
floofer               2173 non-null object
pupper                2173 non-null object
puppo                 2173 non-null object
year                  2173 non-null int64
month                 2173 non-null int64
day                   2173 non-null int64
rating                2173 non-null float64
dtypes: float64(3), int64(4), object(7)
memory usage: 254.6+ KB

# Melt the four columns of dog types into one column
twitter_archive_clean2 = pd. melt(twitter_archive_clean, id_vars = ['tweet_id',
                                                                   'source',
                                                                   'text',
                                                                   'rating_numerator',
                                                                   'rating_denominator',
                                                                   'name',
                                                                   'year',
                                                                   'month',
                                                                   'day',
                                                                   'rating'], 
                                  var_name = 'dogs', value_name = 'dogs-type' )

# drop the dog column

twitter_archive_clean2.drop(['dogs'],axis = 1, inplace = True)

test¶

twitter_archive_clean2.head()

Define¶

2.three table should be in one

code¶

# firstly, merge twitter_archive_clean2 and image_predictions_clean
weratedog = pd.merge(twitter_archive_clean2, image_predictions_clean, on = 'tweet_id')

weratedog.head()

# notice that the datatype of tweet_id in tweet_json is object
# change it to int
tweet_json_clean['tweet_id'] = tweet_json_clean['tweet_id'].astype(int)

tweet_json_clean['tweet_id'].dtypes

dtype('int64')

# then we can merge the weratedog and tweet_json.
weratedog = pd.merge(weratedog,tweet_json_clean, on = 'tweet_id')

Test¶

weratedog.head()

weratedog.drop('timestamp', axis = 1, inplace = True)

weratedog.head()

Storing, Analyzing, and Visualizing Data¶

# store weratedog to csv file and name it as twitter_archive_master.csv

weratedog.to_csv('twitter_archive_master.csv',index = False)

visualization 1 dog type¶

print(weratedog['prediction'].value_counts())

Error                             1232
golden_retriever                   628
Labrador_retriever                 424
Pembroke                           380
Chihuahua                          364
pug                                248
toy_poodle                         200
chow                               192
Pomeranian                         168
Samoyed                            164
malamute                           132
Chesapeake_Bay_retriever           124
French_bulldog                     120
cocker_spaniel                     120
miniature_pinscher                 100
Eskimo_dog                          88
Cardigan                            84
German_shepherd                     84
Shih-Tzu                            80
beagle                              80
Staffordshire_bullterrier           80
Siberian_husky                      80
Rottweiler                          76
Shetland_sheepdog                   76
Maltese_dog                         76
Lakeland_terrier                    72
kuvasz                              72
Italian_greyhound                   68
basset                              68
West_Highland_white_terrier         64
soft-coated_wheaten_terrier         60
Great_Pyrenees                      60
American_Staffordshire_terrier      60
Old_English_sheepdog                60
Pekinese                            56
kelpie                              52
schipperke                          52
vizsla                              52
dalmatian                           48
Border_collie                       48
Boston_bull                         48
Airedale                            48
whippet                             44
malinois                            44
borzoi                              44
standard_poodle                     44
Bernese_mountain_dog                44
Great_Dane                          44
boxer                               44
Norwegian_elkhound                  44
collie                              44
English_springer                    40
Blenheim_spaniel                    40
Yorkshire_terrier                   40
Doberman                            36
basenji                             36
English_setter                      32
miniature_poodle                    32
flat-coated_retriever               32
German_short-haired_pointer         32
Brittany_spaniel                    32
Dandie_Dinmont                      28
Saint_Bernard                       28
Norfolk_terrier                     28
Border_terrier                      28
Newfoundland                        28
bloodhound                          28
Mexican_hairless                    28
papillon                            28
Irish_terrier                       24
redbone                             24
Bedlington_terrier                  24
miniature_schnauzer                 20
Lhasa                               20
Norwich_terrier                     20
Walker_hound                        20
bull_mastiff                        20
Ibizan_hound                        20
Tibetan_mastiff                     16
Tibetan_terrier                     16
Scottish_deerhound                  16
bluetick                            16
Irish_setter                        16
Weimaraner                          16
Gordon_setter                       16
giant_schnauzer                     16
Rhodesian_ridgeback                 16
Welsh_springer_spaniel              16
keeshond                            16
Saluki                              16
Leonberg                            12
Brabancon_griffon                   12
briard                              12
cairn                               12
toy_terrier                         12
komondor                            12
Afghan_hound                        12
Irish_water_spaniel                 12
curly-coated_retriever              12
Greater_Swiss_Mountain_dog          12
black-and-tan_coonhound              8
wire-haired_fox_terrier              8
groenendael                          8
Sussex_spaniel                       8
Australian_terrier                   8
Appenzeller                          8
Japanese_spaniel                     4
Scotch_terrier                       4
clumber                              4
EntleBucher                          4
standard_schnauzer                   4
silky_terrier                        4
Bouvier_des_Flandres                 4
Irish_wolfhound                      4
Name: prediction, dtype: int64

plt.figure(figsize =[8,6])

top20 = weratedog[weratedog['prediction'] != 'Error']

top20.prediction.value_counts().head(20).plot(kind = 'bar')

plt.title('top 20 rated dog', size = 15)

plt.ylabel('counts', size = 15)

plt.xlabel('dog type', size = 15)

Text(0.5, 0, 'dog type')

insight 1: golden retriever, labrador and pembroke are the most 3 common rated types of dog.

Visualization 2: ratings vs retweets¶

# using scatterplot to 
import seaborn as sns

plt.figure(figsize = [8,6])

sns.scatterplot(weratedog['retweets'],weratedog[weratedog['rating'] < 20]['rating']
                ,alpha = 0.1)

plt.title('rating vs retweets', size = 15)

Text(0.5, 1.0, 'rating vs retweets')

insight 2: overall, number of retweets goes up when rating goes up, however, the highest rating does not have highest counts.

Visualization 3: rating vs favorites¶

plt.figure(figsize = [8,6])

sns.scatterplot(weratedog['favorites'],weratedog[weratedog['rating'] < 20]['rating']
                ,alpha = 0.1)

plt.title('rating vs favorites', size = 15)

Text(0.5, 1.0, 'rating vs favorites')

insight 3: similar to rating vs retweets, overall, higher ratings lead to larger number of favorites

Visualization 4 retweets vs favorites¶

plt.figure(figsize =[8,6])

sns.regplot(data = weratedog, x = 'retweets', y = 'favorites', 
            x_jitter = 0.002, y_jitter = 0.002, scatter_kws={'alpha':1/10});

plt.title('retweets vs favorites', size = 15)

Text(0.5, 1.0, 'retweets vs favorites')

insight 4: there is a positive correlation between retweets and favorites, dogs with higher favorites tend to have higher retweets. In this case retweets can be a good predictor of favorites.

	tweet_id	jpg_url	img_num	p1	p1_conf	p1_dog	p2	p2_conf	p2_dog	p3	p3_conf	p3_dog
0	666020888022790149	https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg	1	Welsh_springer_spaniel	0.465074	True	collie	0.156665	True	Shetland_sheepdog	0.061428	True
1	666029285002620928	https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg	1	redbone	0.506826	True	miniature_pinscher	0.074192	True	Rhodesian_ridgeback	0.072010	True
2	666033412701032449	https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg	1	German_shepherd	0.596461	True	malinois	0.138584	True	bloodhound	0.116197	True
3	666044226329800704	https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg	1	Rhodesian_ridgeback	0.408143	True	redbone	0.360687	True	miniature_pinscher	0.222752	True
4	666049248165822465	https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg	1	miniature_pinscher	0.560311	True	Rottweiler	0.243682	True	Doberman	0.154629	True

	tweet_id	retweets	favorites	timestamp
0	892420643555336193	7722	36253	Tue Aug 01 16:23:56 +0000 2017
1	892177421306343426	5706	31267	Tue Aug 01 00:17:27 +0000 2017
2	891815181378084864	3782	23541	Mon Jul 31 00:18:03 +0000 2017
3	891689557279858688	7877	39550	Sun Jul 30 15:58:51 +0000 2017
4	891327558926688256	8494	37772	Sat Jul 29 16:00:24 +0000 2017
...	...	...	...	...
2326	666049248165822465	39	96	Mon Nov 16 00:24:50 +0000 2015
2327	666044226329800704	132	272	Mon Nov 16 00:04:52 +0000 2015
2328	666033412701032449	41	112	Sun Nov 15 23:21:54 +0000 2015
2329	666029285002620928	42	121	Sun Nov 15 23:05:30 +0000 2015
2330	666020888022790149	462	2415	Sun Nov 15 22:32:08 +0000 2015

	tweet_id	source	text	rating_numerator	rating_denominator	name	doggo	floofer	pupper	puppo	year	month	day
0	892420643555336193	<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>	This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU	13	10	Phineas	None	None	None	None	2017	8	1
1	892177421306343426	<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>	This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV	13	10	Tilly	None	None	None	None	2017	8	1